<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.10.0">Jekyll</generator><link href="https://beltusnkwawir.com/feed.xml" rel="self" type="application/atom+xml" /><link href="https://beltusnkwawir.com/" rel="alternate" type="text/html" /><updated>2026-06-16T18:03:37+00:00</updated><id>https://beltusnkwawir.com/feed.xml</id><title type="html">Beltus Nkwawir</title><subtitle>This site explores concepts in the fields of machine learning, computer vision and image processing using a project-base approach</subtitle><author><name>Beltus Nkwawir</name></author><entry><title type="html">More Signal Less Noise</title><link href="https://beltusnkwawir.com/blog/more-signal-less-noise/" rel="alternate" type="text/html" title="More Signal Less Noise" /><published>2025-12-31T00:00:00+00:00</published><updated>2025-12-31T00:00:00+00:00</updated><id>https://beltusnkwawir.com/blog/more-signal-less-noise</id><content type="html" xml:base="https://beltusnkwawir.com/blog/more-signal-less-noise/"><![CDATA[<p><img src="https://miro.medium.com/v2/resize:fit:720/format:webp/0*dA-wD93vHxIZ1KYl.png" alt="" /></p>

<p>Photo source: <a href="https://numxl.com/blogs/calculating-signal-to-noise-ratio-using-dft/?srsltid=AfmBOopE_M2FIkbmM7EXKiOAxReVDAKTCe_Iu5SObbY3TWCymcXIMOXh">Calculating Signal-to-Noise Ratio Using DFT</a></p>

<p>2025 is gone. Done and dusted. You can cry about it, laugh about it, or feel nothing about it. It won’t matter. It’s dead.</p>

<p>Here you are. At the borderline. Ready to crossover and begin another 365 day marathon. Yet, no goals. No plans. Confused. Maybe scared. Maybe overwhelmed. Others seem to have their calendars already planned out including the restaurants and menus for the next vacation in Malaysia (If you live in Germany, you know what I mean).</p>

<p>But not you.</p>

<p>For you, 2025 passed by like a gust of wind. And 2026 is an incoming storm.</p>

<p>It is easy to watch the 1 minute 2025 highlights of your friends on Instagram; the places they visited, the foods they ate, the parties they attended, and think to yourself, “What a fun and adventurous year they had. Mine was boring and miserable.”</p>

<p>What they don’t show you, are the lowlight moments of their lives; perhaps the depression, the emptiness, the demons within that tormented them almost everyday of the year.</p>

<p>Now those same friends have probably shared with you again big plans and goals for 2026; hit the gym, climb Mt. Everest, visit the Great Wall of China.</p>

<p>But here you are. No big goals. No exciting adventures. 2026 feels like it’s gonna be the same or even worse than 2025.</p>

<p>But it doesn’t have to be. And you don’t have to set big goals. You don’t have to know with surgical precision what to do or who you’re going to become in 2026.</p>

<p>What’s important is that you orient yourself in a direction or path that leads to a better you.</p>

<p>How do you do that?</p>

<p>Here’s what I’m suggesting you focus on for 2026. A worthy goal that would be of immense benefit to you.</p>

<p>Have you ever heard of the term: Signal-to-Noise ratio (SNR)?</p>

<p><img src="https://miro.medium.com/v2/resize:fit:640/format:webp/0*JBNWAbC1mia-Kpuq.png" alt="" /></p>

<p>It is a ratio commonly used in engineering to measure the performance of a system. The greater the SNR value the better the system. Lower SNR value is undesirable.</p>

<p>I first came across it in my undergraduate years, as a telecommunications engineering major at the University of Buea, Cameroon.</p>

<p>And most recently, the term became central to my work at Robert Koch Institute in Berlin. We used this metric as a measure of the performance of our AI-powered micro-service. This micro-service predicts if an article is relevant or irrelevant using machine learning. Hundreds of thousands of articles from multiple sources pass through our system and it basically filters out noisy articles from the relevant ones.</p>

<p>You maybe wondering why this got anything to do with setting 2026 goals.</p>

<p>You see, you and I are biological filters. Every second, we are bombarded with information from all sorts of sources. For instance, the blaring music by our neighbour, the unending fireworks on new year’s eve, the Istagram Reels, Facebook posts, Youtube shorts, X tweets, Tiktok videos, etc.</p>

<p>All these information does one of two things. It either increases your SNR or decreases it.</p>

<p>As a biological machine, what if your goal this year can be as simple as:</p>

<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>Increase my signal-to-noise ratio.
</code></pre></div></div>

<p>What does this really mean?</p>

<p>Take a look again at the SNR formula above: There are 2 ways to increase SNR. You can either increase the relevant (wanted) component, or decrease the irrelevant (unwanted) content.</p>

<p>How?</p>

<p>Increasing the relevant component could mean: Do a side project and share on LinkedIn; Read 2 pages of a book everyday, Spend 15 minutes listening to an audiobook or podcast, learn how to play chess, enroll in an extra course, write a book, exercise 10 minutes a day instead of zero. The list is endless. All these activities will increase your brain signal power and therefore your SNR.</p>

<p>Another way to increase SNR is by decreasing the unwanted component. This can mean reducing the consumption of irrelevant content e.g Spend 2 hours on Istagram instead of 5. It could mean sleeping 7 hours instead of 4; it could mean drinking 3 beers per week instead of 10. These activities reduces the noise power, and hence, increases the SNR.</p>

<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>Consumption without intent is Noise. Consumption with intent is leverage — Dan Koe
</code></pre></div></div>

<p>So here’s my challenge for you this year.</p>

<p>What if in 2026, you and I set our goal to train the software in our brains to be better filters. To focus more on signal and less on noise.</p>

<p>One technique I found that will help you cut through the noise and focus on the signal in every part of your life is a simple question that Author of The One Thing, Gay Keller, asked:</p>

<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>What is the ONE thing that I can do such that by doing it everything else will be easier or unnecessary?
</code></pre></div></div>

<p>If you’re a student, what’s the ONE thing you can do that would improve your grades at the end of the semester?</p>

<p>If you’re unemployed, what is the ONE thing you can do that will increase your chances of getting a job.</p>

<p>If you’re married, what is the ONE thing you can do to improve your relationship with your partner.</p>

<p>I recently asked myself: What is the ONE thing I can do to improve my focus? More than 5 ideas popped up into my mind. But the one I knew would make the most impact was 10 minutes of daily meditation. And so I started doing directed meditation. And the rewards became apparent almost immediately.</p>

<p>Here’s my wish for you.</p>

<p>May 2026, be less noisy for you. And may you find peace and calmness.</p>

<p>Happy new year!!</p>

<p>𝘋𝘪𝘴𝘤𝘭𝘢𝘪𝘮𝘦𝘳- 𝘕𝘰 𝘊𝘩𝘢𝘵𝘎𝘗𝘛 𝘰𝘳 𝘢𝘯𝘺 𝘊𝘩𝘢𝘵𝘣𝘰𝘵 𝘸𝘢𝘴 𝘶𝘴𝘦𝘥 𝘪𝘯 𝘵𝘩𝘪𝘴 𝘱𝘰𝘴𝘵. 𝘚𝘰 𝘱𝘭𝘦𝘢𝘴𝘦 𝘧𝘰𝘳𝘨𝘪𝘷𝘦 me for 𝘢𝘯𝘺 spelling or 𝘨𝘳𝘢𝘮𝘮𝘢𝘳𝘵𝘪𝘤𝘢𝘭 𝘦𝘳𝘳𝘰𝘳𝘴 𝘺𝘰𝘶 may 𝘧𝘪𝘯𝘥. 𝘐’𝘮 𝘰𝘯𝘭𝘺 𝘩𝘶𝘮𝘢𝘯.</p>

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<div class="fb-comments" data-href="https://beltus.github.io/vision/blog/quadruple-chances/" data-width="550" data-numposts="10"></div>]]></content><author><name>Beltus Nkwawir</name></author><category term="Blog" /><summary type="html"><![CDATA[The ONE goal that will make everything easier]]></summary></entry><entry><title type="html">How to Build a Powerful Optimistic Mental Attitude.</title><link href="https://beltusnkwawir.com/blog/build-powerful-mental-attitude/" rel="alternate" type="text/html" title="How to Build a Powerful Optimistic Mental Attitude." /><published>2020-08-27T00:00:00+00:00</published><updated>2020-08-27T00:00:00+00:00</updated><id>https://beltusnkwawir.com/blog/build-powerful-mental-attitude</id><content type="html" xml:base="https://beltusnkwawir.com/blog/build-powerful-mental-attitude/"><![CDATA[<p><img src="https://cdn-images-1.medium.com/max/2600/1*eRJB4yWutktPNMhzyUYKLw.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@madhav_rajesh?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Madhav Rajesh</a> on <a href="https://unsplash.com/s/photos/crazy-face?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>You might be going through the worse time of your life right now. Or maybe you went through some gloomy incident in the past, that shattered your life into pieces like the remains of a wine glass fired into a solid-wall. </p>

<p>It could be depression, fear of expression, fear of criticism by family, fear of starting that project that can change your life forever, or loss of a significant person in your life.</p>

<p>If you ever felt like quitting but suddenly found yourself reading articles like this, then you are a fighter, not a quitter. What you must be looking for is a better weapon that can help you crush the demons life puts on your path.</p>

<p>In this article, I’ll show you how to use your greatest weapon — your mind, and build a powerful optimistic mindset that will permit you to face life and all the nasty monsters it throws at you head-on.</p>

<p>While reading the book <strong>Eat that Frog</strong> by <em>Brian Tracy</em>, I came across a simple yet powerful sentence;</p>

<blockquote>
  <p>To build a powerful mental attitude you must strive to become an optimist.</p>
</blockquote>

<p>I became so curious and wanted to know more. So, I asked the god of the internet world— Google, and it came up with this man known as the <strong>father of positive psychology</strong> — <em>Martin Seligman</em> who after researching for 22 years at Pensyvennia university finally summarized in his book — <strong>Learned Optimism</strong> that;</p>

<blockquote>
  <p><em>Optimism is the most important quality you can develop for personal and professional success and happiness.</em></p>
</blockquote>

<p>So now, the question that was swimming around in my head was;</p>

<p><em>How can I become an optimist when life itself feels unbearable?</em></p>

<p>I’m guessing this is the same question that must be cycling over your head as well.</p>

<p>It turns out that, even the most optimistic people the world knows today lived optimistically with a lot of troubles and tribulations. They weren’t special. They also faced the wrath of life. However, they developed an indestructible powerful mental attitude.</p>

<p>I have come to realize that, being an optimist has very little to do with your current state in life. However, it is about consistently and consciously deciding to react differently to everyday situations you encounter; From cursing the alarm clock when it rings, to breaking your TV set when you’re favorite team loses. </p>

<p>So, here is how to build a powerful optimistic mental attitude with four simple principles.</p>

<h2 id="1-look-for-good-in-every-situation">1. Look for Good in Every Situation.</h2>

<blockquote>
  <p>Every Dark Cloud has a Silver lining.</p>
</blockquote>

<p>I have heard countless stories of people who hit the very bottom of the bottomless pit of life but, still yet built a fortune from scratch. A typical example is the story of <strong><em>Oprah Winfrey</em></strong> born to a single mother, molested during her childhood and early teens and became pregnant at 14; her son was born prematurely and died in infancy.</p>

<p>There are thousands of people across the globe with similar stories. Maybe you know a couple of friends or relatives that have been to hell and back. Maybe you have been through hell or are currently going through one right now.</p>

<p>If you ask every one of such people, how they succeeded to become who they’re today, the answer is going to be the same. They stopped focusing on how bad their situation was and then started searching for the good in the bad situation.</p>

<p>So, beginning from this very moment, no matter what your situation is, poverty, joblessness, heartbreak, etc, here is what you can do. Forget for a second about the problem, and focus your conscious mind on finding the good in that situation.</p>

<p>It’s not going to be easy. I know that. So, here is what I propose. Take a cold shower and put on some comfortable clothes and shoes and then go out for a walk to the park, sea-side, forest. Whatever works for you,</p>

<p>Then ask yourself this. What is the one good thing that has come out from this horrible situation? It doesn’t matter how small the good might seem. </p>

<p>For example, let’s imagine, the Love of your life, suddenly called you and said it was over without any explanation. Your heart is crushed into a smoothie. You can’t live without him or her. How can you? When you did everything together. </p>

<p>Here is a possible silver lining. At least you’ll get to sleep peacefully without someone snoring in your ears like a pig in labor. That counts for something right? Keep searching for more good and soon you’re going to start feeling good.</p>

<p>But this isn’t enough to become a powerful optimist.</p>

<h2 id="2-seek-the-valuable-lesson-in-every-setback-and-difficulty">2. Seek the Valuable Lesson in Every Setback and Difficulty.</h2>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*2WWWjYLaU18pUatsF4xd7A.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@matthewhenry?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Matthew Henry</a> on <a href="https://unsplash.com/s/photos/dog?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<blockquote>
  <p><strong>Insanity is doing the same thing over and over again and expecting different results _ Albert Einstein</strong></p>
</blockquote>

<p>Brian Tracy in his book wrote, “Optimists believe that difficulties come not to obstruct but to instruct”.</p>

<p>Look, every obstacle or setback that you are going to face in life contains a valuable lesson that you can learn and grow from. This is a universally accepted truism by optimists. They’re always ready to embrace challenges. Sometimes it feels like they get motivated by it.</p>

<p>This is totally contrary to what most people do when they encounter a setback in their lives. Their minds automatically switch to defense mode and they just crawl back to their previous miserable conditions. They never change and they never use the experience to grow.</p>

<p>Let’s imagine for a split second that, you’re a drug addict and have almost lost your life to drugs. After such a near-death experience, what lesson have you learned? What you can do to turn things around? </p>

<p>For me, for example, I could enroll in a rehab center. Later, create an NGO educating youths about the perils of drugs and offering counseling to drug users. </p>

<p>Whenever you find yourself in deep shit, don’t interpret it as a difficulty or challenge, that has come to kill you. Instead, ask yourself these questions; </p>

<blockquote>
  <p><em>What valuable lesson can I learn from this? How can ensure that next time it doesn’t happen?</em></p>
</blockquote>

<p>Remember, setback and difficulties are like the universe’s way of saying it’s time to up your game and move to the next level. Just like in video games, where it’s impossible to defeat a certain villain unless you have a particular weapon in your arsenal, the same holds true in life.</p>

<p>By changing how you approach challenges, you’re halfway to building a powerful mental attitude, but you ain’t there yet.</p>

<h2 id="3-look-for-the-solution-to-everyproblem">3. Look for the Solution to Every Problem.</h2>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*zuFiSMoBAy7fQzECnu6VXw.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@chalis007?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">胡 卓亨</a> on <a href="https://unsplash.com/s/photos/thinking?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>Have you ever had a problem you know you must solve but you try as much as possible to ignore it with the hopes that, it’s somehow magically going to disappear?</p>

<p>Well, I don’t know about you, but for me, I would have won a gold medal in such a contest 2 years ago.</p>

<p>Everything started changing when I realized that problems don’t just disappear. I had to make them disappear and the only way to do that was by actually making a conscious effort of taking sole responsibility to solve the problems as they appeared.</p>

<p>Look, problems will always appear out of the blue and there is nothing you and I can do about it. That is life. Choosing to ignore problems will only lead to more problems piling up like dirt in your backyard.</p>

<p>To build a powerful mental attitude, you have to make up your mind and start taking responsibility for everything that happens in your life. </p>

<p>Do what you know has to be done by you at the time you need to do it. You’ll be amazed by how much control you have over your life. </p>

<p>Instead of pointing fingers and blaming others when things go wrong, strive to take action, and find possible solutions. </p>

<p>Here are some questions optimists ask themselves when faced with a problem. </p>

<blockquote>
  <p><em>What’s the problem? What can we do now? What is the next step?</em></p>
</blockquote>

<p>In your journey to becoming an optimist, you have to ask yourself these very questions each time a problem pops up in your face and then take action immediately. You’ll be mindblown by how quickly the mountain in front of you collapses like dominoes.</p>

<p>In very rare situations, you won’t find any solution, because maybe it doesn’t exist. In such a case, it helps to remind yourself that you are not alone. That there are millions of people who have lived before you and who are currently living with the same problem.</p>

<h2 id="4-think-and-talk-continually-about-yourgoals">4. Think and Talk Continually about Your Goals.</h2>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*oRldBPmwuQnHJ6XNk0vOQQ.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@ann_van_?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Anna Vander Stel</a> on <a href="https://unsplash.com/s/photos/friends-talking?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>I had this friend back in my undergraduate days, who never stopped talking about the car he wants to buy, the company he’s going to build, or the book he’s going to publish?</p>

<p>Guess what? He’s done all of these and even more. He now owns his own publishing company. </p>

<p>For these types of guys and gals, all they talk about is what they want and how they are going to get it. They have total disregard of the past and where they came from. They are laser-focused on the future. They seem to base their life-decisions and actions on the old adage <strong>Forward Ever and Backward Never.</strong></p>

<p>To develop a powerful mental attitude through optimism, you should always visualize your goals and desires. Write them down. Talk about them to the people you trust. Let the thought of achieving your goals bring a smile on your face. You’ll start feeling more confident, focused, and creative. </p>

<h3 id="the-takeaway">The Takeaway</h3>

<p>I know life is hard. It wasn’t meant to be easy. Just as Les Brown said, “If your parents or someone promised you life is meant to be easy, they lied”. </p>

<p>I want you to understand this and then develop an impenetrable mind, one that can’t be broken. One that is ready to handle anything life throws at it because whether we like it or not, life is going to throw a whole lot of dirt at us.</p>

<p>So, building a powerful mental attitude, requires that you always strive to find the silver lining even in the darkest clouds. There is always one, keep looking. </p>

<p>Also, the universe we live in has a way of teaching us, and I believe this is by placing challenges along the path of life we walk on. Always learn from any difficulty or setback.</p>

<p>When you’re faced with a problem, avoid the temptation of pointing fingers and focus all your conscious mind in finding a solution. Never cry over spilled milk. </p>

<p>Lastly, talk to friends who share the same ideals with you about your goals. If you have no friends you trust, talk to yourself. Get excited about the person you’re becoming and act like it. </p>

<p>Do these consistently and you’ll be surprised by how powerful your mental attitude will grow. </p>

<h3 id="thanks-forreading">Thanks for Reading!</h3>

<p>If you found this article helpful, feel free to reach out and connect with me…</p>

<ol>
  <li>You can follow me on <strong>Medium</strong> <a href="https://medium.com/@nkwawirbeltus">here</a>.</li>
  <li>Follow me on <strong>LinkedIn</strong> <a href="https://www.linkedin.com/in/beltus/">here</a>.</li>
</ol>

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<div class="fb-comments" data-href="https://beltus.github.io/vision/blog/quadruple-chances/" data-width="550" data-numposts="10"></div>]]></content><author><name>Beltus Nkwawir</name></author><category term="Blog" /><summary type="html"><![CDATA[It only takes four simple steps]]></summary></entry><entry><title type="html">Artificial Intelligence and Technological Development.</title><link href="https://beltusnkwawir.com/blog/artificial-intelligence-technological-development/" rel="alternate" type="text/html" title="Artificial Intelligence and Technological Development." /><published>2020-08-16T00:00:00+00:00</published><updated>2020-08-16T00:00:00+00:00</updated><id>https://beltusnkwawir.com/blog/artificial-intelligence-technological-development</id><content type="html" xml:base="https://beltusnkwawir.com/blog/artificial-intelligence-technological-development/"><![CDATA[<h1 id="artificial-intelligence-and-technological-development">Artificial Intelligence and Technological Development.</h1>

<p><img src="https://cdn-images-1.medium.com/max/1200/0*otY1Gyxgq3Lm4V-W.jpg" alt="" /></p>

<p>source: <a href="http://enterprisetalk.ondot.media/tech-trends/ai/human-intelligence-can-fix-ai-shortcomings/">http://enterprisetalk.ondot.media/tech-trends/ai/human-intelligence-can-fix-ai-shortcomings/</a></p>

<h3 id="outline">Outline</h3>

<ul>
  <li>Definition of Artificial Intelligence</li>
  <li>Brief History of Artificial Intelligence</li>
  <li>Sub-sections of Artificial Intelligence</li>
  <li>Leading Companies in Artificial Intelligence Today</li>
  <li>Major Industries Artificial Intelligence is Transforming Today</li>
  <li>Artificial Intelligence existing in our Everyday Life</li>
  <li>Future of Artificial Intelligence</li>
</ul>

<h3 id="1-what-is-artificial-intelligence">1. What is Artificial Intelligence?</h3>

<p><img src="https://cdn-images-1.medium.com/max/1200/0*soVmFdLBmG501lMw" alt="" /></p>

<p>source: <a href="https://www.forbes.com/sites/bernardmarr/2019/11/11/13-mind-blowing-things-artificial-intelligence-can-already-do-today/">https://www.forbes.com/sites/bernardmarr/2019/11/11/13-mind-blowing-things-artificial-intelligence-can-already-do-today/</a></p>

<p><strong>Artificial Intelligence</strong> (AI) is a sub-field of computer science that involves using computers to do things that traditionally require human <strong>intelligence or intervention such as decision making, problem-solving, and learning</strong>.</p>

<p>This means creating algorithms to classify, analyze, and draw predictions from data. It also involves acting on data, learning from new data, and improving over time. With AI, computers can learn to accomplish a task without ever being explicitly programmed to do so.</p>

<h3 id="2-brief-history-of-artificial-intelligence">2. Brief History of Artificial Intelligence.</h3>

<p><img src="https://cdn-images-1.medium.com/max/1200/0*FtWaoifokwrrdOUB" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@giamboscaro?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Giammarco Boscaro</a> on <a href="https://unsplash.com/s/photos/history?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<blockquote>
  <p>How did we get here and why was AI not Popular in the 1990s?</p>
</blockquote>

<ul>
  <li><strong>1950 — </strong>Alan Turing Introduced the <strong>Turing Test</strong> to determine whether a machine can think and respond logically to questions like a human without any distinction.</li>
  <li><strong>1956 — </strong>The term Artificial Intelligence was coined by John McCarthy in the Dartmouth Conference.</li>
  <li><strong>1960 — </strong>Psychologist Frank Rosenblatt’s work on the perception lead to the development of the <strong>Mark 1 Perception</strong> regarded as the first computer that learned skills by trial and error.</li>
  <li><strong>1978/1979 — SCARA robotic arm</strong> was created in Japan that changed the automated Assembly.</li>
  <li><strong>The late 1970s — Early 1980s</strong> — Known as the <strong>“winter of AI”</strong>. Time of reduced funding and interest in AI</li>
  <li><strong>1988</strong> — British scientist Rollo Carpenter creates <strong>Jabberwacky.</strong> A chatbot designed to carry out conversations with users and initiate human interactions.</li>
  <li><strong>1997 </strong>— IBM’s <strong>Deep Blue</strong> computer beats Gary Kasparov reigning world chess champion, in a game of chess.</li>
  <li><strong>Late 1990s</strong> — Dr. Cynthia Breazeal of MIT designs <strong>KISMET</strong>. A robot that can recognize and replicate human emotions.</li>
  <li>Late <strong>2000s</strong> — IBM introduces <strong>Watson.</strong> A question-answering computer system that is able to answer questions posed in Natural Language.</li>
  <li><strong>2011</strong> — Apple launches <strong>Siri</strong>. An intelligent personal assistant.</li>
  <li><strong>2017</strong> — Google AI <strong>Alpha Go</strong> beats the World reigning Champion and Grand Master Ke Jie in the Game of Go.</li>
  <li>Other intelligent systems are emerging across the globe now.</li>
</ul>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*dn_mGGvUvl9eR3aAtFUvPw.jpeg" alt="" /></p>

<p><a href="https://www.acuityads.com/blog/2019/02/25/ai-advancements-for-2019/">https://www.acuityads.com/blog/2019/02/25/ai-advancements-for-2019/</a></p>

<h3 id="3-sub-sections-ofai">3. Sub-sections of AI</h3>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*xNfWy-kSEPrFp8ia85Mcew.png" alt="" /></p>

<p>source: screenshot from my presentation</p>

<h4 id="machine-learningan-approach-to-achieve-artificial-intelligence">Machine Learning — An Approach to Achieve Artificial Intelligence</h4>

<p><a href="http://www.nvidia.com/object/machine-learning.html">Machine learning</a> at its most basic is the practice of using algorithms to parse data, learn from it, and then make a determination or prediction about something in the world.</p>

<p>So rather than hand-coding software routines with a specific set of instructions to accomplish a particular task, the machine is “trained” using large amounts of data and algorithms that give it the ability to learn how to perform the task.</p>

<p>Computer Vision remained one of the best applications of machine learning but couldn’t surpass human performance. It wasn’t good enough. So,scientists had to do better. Deep learning was born.</p>

<h4 id="deep-learninga-technique-for-implementing-machinelearning">Deep Learning — A Technique for Implementing Machine Learning</h4>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*Ockt4Uwoc9l_EpUNmeK_Tg.png" alt="" /></p>

<p>source: <a href="https://techweez.com/2014/03/19/facebooks-deep-learning-face-verification-ai-performs-good-humans/facebook-deep-learning-face-verification/">https://techweez.com/2014/03/19/facebooks-deep-learning-face-verification-ai-performs-good-humans/facebook-deep-learning-face-verification/</a></p>

<p>Deep learning is a subset of machine learning that is based on artificial neural networks. ANNs were inspired by the biology of the human brain where each artificial neuron tries to mimic the functioning of the neurons of the brain.</p>

<p>ANNs are organized in discrete layers made up of a fixed number of neurons. These layers are interconnected with one another starting from the input layer to the output layer. Imagine blocks laid next to one another and in each block, you have to perform a computation and then parse the information to the next block and so on until you get to the final block where the final output is delivered.</p>

<p>In deep learning, models require lot’s of data compared to machine learning.</p>

<p>The advent of GPU and the availability of so much data following Moor’s Law has made Deep Learning the new girl in the town of AI.</p>

<h3 id="4-leading-companies-in-aitoday">4. Leading Companies in AI Today.</h3>

<p>According to Forbes Magazines. These are the 9 tech-giants that are paving the way for the future of AI:</p>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*w2yukU9noinDUs9olRgq8A.png" alt="" /></p>

<p>source: screenshot from my presentation slides</p>

<h3 id="5-major-industries-ai-is-transforming-today">5. Major Industries AI is Transforming Today.</h3>

<h4 id="a-health-care-medicine">a) Health-Care (Medicine)</h4>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*a9QIao7-kDZgOjCQIDvFGQ.jpeg" alt="" /></p>

<ul>
  <li><strong>Robot Doctors:</strong> Theseare complex and intelligent machines designed for specific tasks e.g In 2017, <a href="https://futurism.com/first-time-robot-passed-medical-licensing-exam">a robot in China</a> passed the medical licensing exam using only its AI brain.</li>
  <li><strong>Clinical Diagnosis:</strong> AI algorithms diagnose diseases faster and more accurately than doctors. e.g In 2018, <a href="https://www.theverge.com/2018/8/13/17670156/deepmind-ai-eye-disease-doctor-moorfields">Google’s DeepMind</a> trained a neural network to accurately detect over 50 types of eye diseases by simply analyzing 3D rectal scans. Also, AI algorithms can analyze and detect certain cancers with high precision using MRI scans faster than doctors</li>
  <li><strong>Drug Discovery:</strong> The idea is to build a drug discovery program using deep learning and AI that takes maybe days instead of the normal months and even years by trial and error format of the past.</li>
</ul>

<h4 id="b-transportation">b) Transportation</h4>

<p>AI and machine learning have produced significant innovation in the transportation industry through the development of self-driving cars or autonomous vehicles. By using cameras, LIDARS and sensors these cars are able to navigate the streets and avoid collisions. For example, in 2018, trials of the first self-driving taxis were launched in Tokyo.</p>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*L7AKTjaimRaf15W1NaxdTA.png" alt="" /></p>

<p>source: <a href="https://english.kyodonews.net/news/2018/08/9739c81b3760-autonomous-taxi-trial-carrying-passengers-begins-in-tokyo.html">https://english.kyodonews.net/news/2018/08/9739c81b3760-autonomous-taxi-trial-carrying-passengers-begins-in-tokyo.html</a></p>

<h4 id="c-education">c) Education</h4>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*6Io7g9tbCvPRp9qmXtz_rw.jpeg" alt="" /></p>

<p>It is mindblowing the extend to which AI has been incorporated into education in certain countries. For example; kids in some primary schools in china now wear headbands that track their cognitive levels, determines when they are paying attention, distracted, yawning. Sends this information to the teacher and also shares it with parent chat groups. The results are insane. Kids have laser-focus and grades are highly improved.</p>

<h4 id="d-agriculture">d. Agriculture</h4>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*h3bxs4ej3NrJLP_KkI3crQ.jpeg" alt="" /></p>

<p><a href="https://www.aitrends.com/ai-in-agriculture/the-environmental-impacts-of-ai-and-iot-in-agriculture/">https://www.aitrends.com/ai-in-agriculture/the-environmental-impacts-of-ai-and-iot-in-agriculture/</a></p>

<p>It is estimated that, within the next 80 years, an additional 3.6 billion people will need food. Production needs to improve beyond what’s possible today in order to meet this drastic rise in population.</p>

<p>Artificial can help build increase productivity to circumvent the rise in population.</p>

<h3 id="6-ai-existing-in-our-everydaylife">6. AI existing in our Everyday Life.</h3>

<p><img src="https://cdn-images-1.medium.com/max/1200/0*rrDpyCGcFvwjXfTM" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@morningbrew?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Morning Brew</a> on <a href="https://unsplash.com/s/photos/person-on-facebook?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>I am confident most of us are oblivious of how our day-to-day lives are being affected by AI and machine learning-powered applications</p>

<ul>
  <li>Facebook face recognition</li>
  <li>Email Spam Filtering used by google</li>
  <li>Netflix movie recommendation</li>
  <li>Google Translate: Uses NLP techniques to automatically translate text from one language to another.</li>
</ul>

<h3 id="8-glimpse-into-the-future-of-artificial-intelligence">8. Glimpse into the Future of Artificial Intelligence</h3>

<p><img src="https://cdn-images-1.medium.com/max/1200/0*f9Q1k0maTorTNddW" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@alexiby?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Alex Iby</a> on <a href="https://unsplash.com/s/photos/future?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<blockquote>
  <p>“We will look back on 2019 and wonder, How did they do that without AI?” — Alex Shartsis, founder and CEO of <a href="https://t.sidekickopen05.com/s1t/c/5/f18dQhb0S7lC8dDMPbW2n0x6l2B9nMJW7t5XZs63BqbbN4WJbsqfmSZMW4WYnDM56dvvVf93KmzC02?t=http%3A%2F%2Fwww.perfectprice.com%2F&amp;si=5501814600368128&amp;pi=212de43c-d610-4157-e382-f9f4fe5bfe6d">Perfect Price</a>.</p>
</blockquote>

<p>No one actually knows where AI is headed even in the next 50 years. What people like Bill Gates, Elon Musk, Tim Cook, Sundar Pichai, and other tech leaders say is prophetic. This is because AI seems to be running amok into the future with no leash on. This is a double-edged sword. I hope we find ourselves on the blunt side. Regardless, there is a lot of excitement for the possible doors AI is potentially going to open in almost every industry. Based on the vision of some of the leaders in the leading companies of AI here is a sneaky peek into the future:</p>

<h4 id="a-transportation"><strong>a) Transportation.</strong></h4>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*wZ2iUp7OQp4NxSRiBtcvaw.png" alt="" /></p>

<p><a href="https://www.techradar.com/news/everything-ces-2020-taught-us-about-the-exciting-future-of-autonomous-cars">https://www.techradar.com/news/everything-ces-2020-taught-us-about-the-exciting-future-of-autonomous-cars</a></p>

<p>The future of AI in transportation is autonomous vehicles, efficient traffic management systems. Autonomous vehicles will help reduce traffic and increase safety. Vehicles will be able to communicate with each other, pedestrians, and the infrastructure of smart cities that comes with 5G.</p>

<p>We’ll have vehicles that predict the need for repair using AI-powered machinery to fix it. The goal in many cases is to improve safety and reduce the cost of transporting goods and people.</p>

<h4 id="b-education"><strong>b) Education</strong></h4>

<p><img src="https://cdn-images-1.medium.com/max/1200/0*aOi8LOfgZcu6fhuD.jpg" alt="" /></p>

<p><a href="https://www.fourgoods.co/is-the-future-of-education-ai-led-learning-platforms/">https://www.fourgoods.co/is-the-future-of-education-ai-led-learning-platforms/</a></p>

<p>Some experts say that AI will play the role of a teaching assistant(TA note your job is at risk). AI will improve Personalized education based on the ability of a student to learn a particular subject. Provide you hints to some complex math problems. Classrooms will be completely replaced by virtual classrooms. Repetitive tasks such as grading and assessment will be delegated to AI and the teachers can focus more of their time in teaching students.</p>

<h4 id="c-energy">c) Energy</h4>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*27-MaJ52EVm_zrdkPa2tRA.jpeg" alt="" /></p>

<p>AI will help to control power grids. It will contribute significantly to energy conservation at home. For example, in smart homes powered by AI, we’ll be able to recognize patterns of energy consumption by their host and adapt to automatically regulating it. </p>

<h3 id="conclusion">Conclusion</h3>

<p>Artificial Intelligence, machine learning, deep learning are tools that can either be used to create something so significant such as saving lives, eradicating poverty, eradicating hunger thereby jolting living standards or it can be used as a weapon to exterminate humanity.</p>

<h3 id="thanks-forreading">Thanks for Reading!</h3>

<p>If you found this article helpful, feel free to reach out and connect with me…</p>

<ol>
  <li>You can follow me on <strong>Medium</strong> <a href="https://medium.com/@nkwawirbeltus">here</a>.</li>
  <li>Follow me on <strong>LinkedIn</strong> <a href="https://www.linkedin.com/in/beltus/">here</a>.</li>
  <li>Visit my website; <a href="https://beltus.github.io/vision/blog/"><strong>beltus.github.io</strong></a> for more interesting posts.</li>
  <li>Follow me on<a href="https://twitter.com/beltusnkwawir"><strong>Twitter</strong></a></li>
  <li>Follow me on <a href="https://www.instagram.com/j_beltus/"><strong>Instagram</strong></a></li>
</ol>

<h3 id="references">References</h3>

<p><a href="https://www.disruptordaily.com/category/technologies/artificial-intelligence/" title="https://www.disruptordaily.com/category/technologies/artificial-intelligence/"><strong>Artificial Intelligence (AI) Archives - Disruptor Daily</strong><br />
<em>Whether it’s a disruptive new artificial intelligence startup or news on AI disrupting another industry, you’ll find it…</em>www.disruptordaily.com</a><a href="https://www.disruptordaily.com/category/technologies/artificial-intelligence/"></a></p>

<p><a href="http://sitn.hms.harvard.edu/flash/2017/history-artificial-intelligence/" title="http://sitn.hms.harvard.edu/flash/2017/history-artificial-intelligence/"><strong>The History of Artificial Intelligence - Science in the News</strong><br />
<em>by Rockwell Anyoha Can Machines Think? In the first half of the 20th century, science fiction familiarized the world…</em>sitn.hms.harvard.edu</a><a href="http://sitn.hms.harvard.edu/flash/2017/history-artificial-intelligence/"></a></p>

<p><a href="https://www.forbes.com/sites/quora/2016/09/23/what-are-the-differences-between-ai-machine-learning-nlp-and-deep-learning/#3f11da62274f" title="https://www.forbes.com/sites/quora/2016/09/23/what-are-the-differences-between-ai-machine-learning-nlp-and-deep-learning/#3f11da62274f"><strong>What Are The Differences Between AI, Machine Learning, NLP, And Deep Learning?</strong><br />
<em>What is the difference between AI, Machine Learning, NLP, and Deep Learning? originally appeared on Quora: the…</em>www.forbes.com</a><a href="https://www.forbes.com/sites/quora/2016/09/23/what-are-the-differences-between-ai-machine-learning-nlp-and-deep-learning/#3f11da62274f"></a></p>

<p><a href="https://www.technologyreview.com/2016/11/10/156141/the-future-of-artificial-intelligence-and-cybernetics/" title="https://www.technologyreview.com/2016/11/10/156141/the-future-of-artificial-intelligence-and-cybernetics/"><strong>The Future of Artificial Intelligence and Cybernetics</strong><br />
<em>Science fiction has, for many years, looked to a future in which robots are intelligent and cyborgs are commonplace…</em>www.technologyreview.com</a><a href="https://www.technologyreview.com/2016/11/10/156141/the-future-of-artificial-intelligence-and-cybernetics/"></a></p>

<p><a href="https://blogs.nvidia.com/blog/2016/07/29/whats-difference-artificial-intelligence-machine-learning-deep-learning-ai/" title="https://blogs.nvidia.com/blog/2016/07/29/whats-difference-artificial-intelligence-machine-learning-deep-learning-ai/"><strong>The Difference Between AI, Machine Learning, and Deep Learning? | NVIDIA Blog</strong><br />
<em>This is the first of a multi-part series explaining the fundamentals of deep learning by long-time tech journalist…</em>blogs.nvidia.com</a><a href="https://blogs.nvidia.com/blog/2016/07/29/whats-difference-artificial-intelligence-machine-learning-deep-learning-ai/"></a></p>

<p><a href="https://www.forbes.com/sites/forbestechcouncil/2020/01/15/how-ai-is-revolutionizing-health-care/#1d5277db403c">https://www.forbes.com/sites/forbestechcouncil/2020/01/15/how-ai-is-revolutionizing-health-care/#1d5277db403c</a></p>

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<div class="fb-comments" data-href="https://beltus.github.io/vision/blog/quadruple-chances/" data-width="550" data-numposts="10"></div>]]></content><author><name>Beltus Nkwawir</name></author><category term="Blog" /><summary type="html"><![CDATA[What actually is Artificial Intelligence and how is going to impact your life and job?]]></summary></entry><entry><title type="html">Forget about Motivation. Here is what you need…</title><link href="https://beltusnkwawir.com/blog/forget-motivation-do-this/" rel="alternate" type="text/html" title="Forget about Motivation. Here is what you need…" /><published>2020-07-25T00:00:00+00:00</published><updated>2020-07-25T00:00:00+00:00</updated><id>https://beltusnkwawir.com/blog/forget-motivation-do-this</id><content type="html" xml:base="https://beltusnkwawir.com/blog/forget-motivation-do-this/"><![CDATA[<h1 id="forget-about-motivation-here-is-what-youneed">Forget about Motivation. Here is what you need…</h1>

<p><img src="https://cdn-images-1.medium.com/max/2560/1*YgZn2BgVi0SxeT7D_J88RQ.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@kj2018?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Kat J</a> on <a href="https://unsplash.com/s/photos/sad?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>Have you ever finished watching a motivational video and that very moment you feel like you can pull a Range Rover with one finger? </p>

<p>Or you wake up one morning so pumped up with energy that you decide to engage in that 10 million dollar idea, but five minutes later, you find yourself miserably staring at some random youtube video about how to live in the Sahara desert for one month with no water. </p>

<p>I’m guessing you are smiling right now because you know pretty well what I’m talking about. In fact, I have done it countless times in the past.</p>

<p>It became so normal that whenever I feel motivated I just tell myself it’s going to pass anytime soon. So why even bother to start working on a project when you’re just going to abandon it in a few minutes or days?</p>

<p>It is pretty clear that motivation is super important to get us started, but it fails every time to get us across to the finish line. </p>

<p>The problem is that, as humans, we tend to give a blind eye to simple truths that are right in front of us and we keep believing things will be different the next time. But it never is.</p>

<p>Let me explain. I have always believed for many years that motivation is what I needed to get the results I wanted. But why does that inner burning desire always die out every time? </p>

<p>I asked myself this question time and time again and finally, I stumbled upon a tiny concept while reading the book <strong>The Miracle Morning by Hal Elrod.</strong> I then immediately knew that I might have just found the key to solving this life-long mystery.</p>

<p>Before writing this article, I had to make sure this concept works. I have experimented on it for a month now and the results are mindblowing.</p>

<p>So in this article, I will show you how to not rely on motivation to finish whatever project you decide to work on. For example, writing a book, learning how to build a website, starting a new business, whatever it is.</p>

<p>Before you continue reading this article, I want you to put this in mind. <strong>Motivation is going to give you the initial momentum</strong> that you might need to get started, but it is not what you are going need to get to the finish line.</p>

<blockquote>
  <p>What is going to get me to the finish line then?</p>
</blockquote>

<p>The answer is simple. It is <strong>Accountability</strong> and I am going to show you how shortly in this article. </p>

<p>Hal in his book suggested to his readers to each get what he calls an <strong>accountability partner</strong> to practice the lessons of the miracle morning with. It can be a friend, colleague, or even your dog if you are living on an isolated island in outer space(just kidding!)</p>

<p><img src="https://cdn-images-1.medium.com/max/800/1*fK09W596NqClK7TeLfHY9A.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@alvannee?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Alvan Nee</a> on <a href="https://unsplash.com/s/photos/dog?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>When I saw that, I had a <strong>vivid epiphany</strong>. I asked myself what if I could apply the accountability technique to help solve my chronic procrastination problem. Yes, I do procrastinate a lot. Don’t be shocked.</p>

<p>At that instant, I picked up my phone and posted these words on my WhatsApp status…</p>

<blockquote>
  <p>“I have decided to create a book reading club to help those who like reading books to develop the discipline to complete the book they chose to read. Feel free to join using the link below”,</p>
</blockquote>

<p>Remember, this was me trying to get myself to read more books.</p>

<p>For those who were bold enough to join, I warmly welcomed them and set the following rule. </p>

<ol>
  <li>Choose a book you love to read.</li>
  <li>Calculate the number of chapters or pages in the book</li>
  <li>State the number of chapters or pages you will be reading daily</li>
  <li>State the date you going to begin reading</li>
  <li>Calculate the end date of completing the book</li>
  <li>Post it in the group.</li>
</ol>

<p>These rules were meant to reinforce the concept of accountability. I knew that, by stating your name and posting the above information for everyone to see, you become obligated to do it. It’s like making a deal or signing a contract. No one wants to be a fraud or liar or pretender or anything bad. </p>

<p>Now, fast forward 3 weeks later. I completed a 500-page book in 8 days and I have just finished reading my second book <strong>The Four-Hour Work Week</strong> by Tim Ferris this morning before completing this article.</p>

<p>My book reading club members especially those who started the same day with me, are almost done reading their second books as well as I write this article today.</p>

<p>Remember that, these are normal guys and gals that could not even commit to reading 5 pages of a book a day, now some of them even surprised me by reading up to 60 pages some days. It is simply unbelievable.</p>

<blockquote>
  <p>Do you see where I am going with this?</p>
</blockquote>

<p>If not, let me explain. I decided not to look for an <strong>accountability partner</strong>. Instead, I looked for <strong>an accountability group</strong>. And then made everyone accountable to everyone.</p>

<p>Now, as the group creator, I have no choice but <strong>to read at least a chapter of a book every day</strong>. You can’t preach what you don’t practice. Can you?</p>

<p>Now, do I need motivation for that? You tell me. Whether I like it or not, whether I feel like it or not, I am bound to do it. I gave myself no way out. It is like creating your own prison, getting in, and then throwing the keys out of the window.</p>

<p>I know you might be thinking that this must be hard and I feel miserable and sad. Guess what? It is the best decision I ever made in my more than 2 decades of existence on mother earth and I go to bed happier than I ever did before. </p>

<p>Words can’t even begin to describe the feeling of being able to read at least 2 books every month while at the same time pushing people to become the best versions of themselves.</p>

<p>It is the most impactful transformation I ever witnessed in my life to date just within a short period of time all thanks to this new concept of accountability.</p>

<blockquote>
  <p>Do you want to get stuff done?</p>
</blockquote>

<p>Screw motivation. Here is what you need to do.</p>

<p>You need to put yourself in a situation where you are accountable to someone or a group of people. For this to be highly effective, it needs to feel like something you can only escape from when it is done. No other way out.</p>

<blockquote>
  <p>But how can I get an accountability partner?</p>
</blockquote>

<p>Getting an accountability partner is super easy. I don’t even want you to do that. I want you to get an <strong>accountability group.</strong> Look, it’s easy to call your accountability partner and convince him/her that, you need a two weeks break and he/she will definitely understand.</p>

<p>But convincing a group of people that truly depend on you is way more challenging and that is what I want you to do. If you are dead serious about completing any project, get a freaking accountability group, and see the magic.</p>

<p>Let’s say for example you have decided to <strong>learn how to create websites.</strong> You had tried several times but you always gave up. Here is how you can hack your mind and get it done in less time than you ever thought possible.</p>

<p>Find a small organization in your locality. Explain to them how the world has become a global village and organizations like theirs all have websites. Make them see the importance of a website and then offer to create one for them for <strong>FREE!!. No charge. Nadar. Sifir.</strong></p>

<p>Next, give them a deadline of 2 weeks or a maximum of a month. Set a specific date and time. Let them know you are going to update them weekly, then get to work.</p>

<p>Now, that is an inescapable prison. You won’t need motivation to get it done. You just got yourself an accountability group. Your reputation hangs on the line. You either swim or drown in your own pool?</p>

<p>Fortunately, the innate human instinct is to survive and that’s exactly what you’re going to do. </p>

<p>You can use this strategy on anything you plan on starting and finishing. You can even get creative. The higher the stakes the better. For example, you can make a deal of 1000 dollars or more with a friend, that if you don’t finish reading a book in 1 week, it’s all his.</p>

<p>Guess what? In two days you might even be done.</p>

<h3 id="the-takeaway">The Takeaway</h3>

<p>Whenever you feel demotivated about something you started to do with so much passion and enthusiasm. Remember, motivation is not necessarily what you need to get it done. </p>

<p>You need an external driving force that will continuously push you even when you feel like stopping. I want you to understand that almost everyone gets demotivated after they start doing something and that is totally normal and you should expect it to happen.</p>

<p>The concept of accountability that I shared with you in this article is a powerful preemptive technique that is going to ensure that you get through the stormy days of your awesome project and to the very end.</p>

<p>If you loved reading this article, then you should definitely check out my recent article on <a href="https://beltus.github.io/vision/sc/2020-07-21-permanently-develop-new-habit/"><strong>how to permanently create a new habit</strong></a> based on what I learned from Hal Elrod.</p>

<p>Try to use the accountability technique and please come back and share with us your stories of how it has helped you to complete any task.</p>

<p>For anyone wishing to be part of this prestigious group of committed readers from around the globe, feel free to contact me on any of the social media platforms.</p>

<h3 id="thanks-forreading">Thanks for Reading!</h3>

<p>If you found this article helpful, feel free to <strong>subscribe</strong> below and never miss another article. Also feel free to reach out and connect with me…</p>

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<div class="fb-comments" data-href="https://beltus.github.io/vision/blog/quadruple-chances/" data-width="550" data-numposts="10"></div>]]></content><author><name>Beltus Nkwawir</name></author><category term="Blog" /><summary type="html"><![CDATA[If you have been relying on motivation to get things done but you never do, let's change that.]]></summary></entry><entry><title type="html">How to Permanently Develop a New Habit.</title><link href="https://beltusnkwawir.com/blog/permanently-develop-new-habit/" rel="alternate" type="text/html" title="How to Permanently Develop a New Habit." /><published>2020-07-21T00:00:00+00:00</published><updated>2020-07-21T00:00:00+00:00</updated><id>https://beltusnkwawir.com/blog/permanently-develop-new-habit</id><content type="html" xml:base="https://beltusnkwawir.com/blog/permanently-develop-new-habit/"><![CDATA[<h1 id="how-to-permanently-develop-a-newhabit">How to Permanently Develop a New Habit.</h1>

<p><img src="https://cdn-images-1.medium.com/max/1200/1*9x5a2IX55Wt_RWM76sr_LA.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@pawel_czerwinski?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Paweł Czerwiński</a> on <a href="https://unsplash.com/s/photos/cigarette?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>What I learned from Hal Elrod about creating a new habit and how I created four new life-transforming habits.</p>

<p>Remember that moment you decided to stop eating McDonald’s or any fast food, or on new year’s eve when you held that last lonely cigarette and took the last deep breathe while savoring the smell emanating from the smoke as you promised yourself it was your very last? then two days later you said, “Screw it!!”</p>

<p>Sounds familiar? That’s right. I can’t even count the number of times I decided to start a new habit and quit even before I started.</p>

<p> I know you must be nodding your head right now and saying “Me too!!”. If you’re not, then count yourself among the lucky few born with a DNA of self-discipline.</p>

<blockquote>
  <p>What makes us quit just after few days of starting a new habit?</p>
</blockquote>

<p>After reading the book the <a href="https://www.amazon.com/Miracle-Morning-Not-So-Obvious-Guaranteed-Transform/dp/0979019710"><strong>Miracle Morning by Hal Elrod,</strong></a> I finally found the answer I had been searching unsuccessfully for quite a while.</p>

<p>In this article, I will share with you exactly what you need to know every time you embark on the challenging yet highly rewarding journey of creating a new habit that can definitely transform your life forever. </p>

<p>But before we get to the cream of the article, let me provide a lucid response to this question that must be spiraling in your mind.</p>

<h2 id="how-long-does-it-take-to-develop-a-newhabit">How long does it take to develop a new habit?</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*QX48pUCBAq8Bnn64bmKI4w.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@cweinberg?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Christian Weinberg</a> on <a href="https://unsplash.com/s/photos/distance-horizon?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>Depending on the articles you read or the experts you listen to, you are going to hear compelling evidence that it takes somewhere between a single hypnosis session, 21days, or even three months to incorporate a new habit into your life.</p>

<p>I’m no expert, but based on the timeline specified by Hal Elrod, it takes approximately 30 days to concretely develop a new habit.</p>

<p>Of course, I didn’t take his words as gospel so I decided to try for myself. In the next section of the article, I will tell you exactly how long it took me to develop several habits.</p>

<p>But for now, let us agree and set our timeline for permanently creating a new habit to 30 days as suggested by Hal Elrod’s based on his many years of experience working with hundreds of clients.</p>

<p>So whatever habit you want to develop in your life; maybe it’s reading a chapter of a book a day, or running 4 miles every morning, your mind should be fixated to a period of 30 days.</p>

<p>Okay good! Now to our real question of the day.</p>

<h2 id="how-to-permanently-develop-a-newhabit-1">How to permanently develop a new habit?</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*kXa6P2fHM7kqGM1rF4LOwQ.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@quinoal?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Quino Al</a> on <a href="https://unsplash.com/s/photos/runner?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<blockquote>
  <p>Why do we fail 98% of the time we decide to create a new habit?</p>
</blockquote>

<p>Pause for a second to ponder about this question. Think deeply why for example you have never truly stopped smoking cigarettes even after promising yourself, or why you have not started eating more veggies instead of KFC.</p>

<p>Here is the reason.</p>

<blockquote>
  <p>When your expectations before committing to develop a new habit doesn’t align with what you are experiencing when you begin the process, frustration sets in and you quit.</p>
</blockquote>

<p>Let’s take, for example, you’ve been waking up every day for the last 10 years at 10:00 am, then you decide that you’re going to start waking up at 5:00 am. </p>

<p>Or you’ve decided after one year of no sports to lose some weight. The very next day you hit the road with excitement aiming to run for 5 miles. But just half a mile away, you are breathing like a dying horse. </p>

<p>Your chest, your knee, every muscle, and fiber of your body hurts. You are in excruciating pain. You feel like you might collapse and die.</p>

<blockquote>
  <p>What do you do in such circumstances?</p>
</blockquote>

<p>You simply <strong>quit.</strong> You tell yourself it’s too hard, it’s not worth it and scuttle back home with your tail between your legs in utter frustration and disappointment.</p>

<p>The real question to ask yourself is; <strong>What did you expect?</strong> To run like <strong>Usain Bolt</strong> after one year of no sports? Come on! Who’re you kidding?</p>

<p>Now, here is the ultimate game-changer approach to creating a new habit that has revolutionized the way I develop new habits and I believe it will also transform how you approach the development of your own new habits. </p>

<p>I have used this technique to develop not only one but 4 daily habits and it has been a life-changing experience. </p>

<p>Now I wake up at 4<strong>:55 am</strong> every day including weekends instead of some arbitrary hour around midday. I <strong>write</strong> every morning. I <strong>read</strong> a chapter of a book every morning and I <strong>do sports</strong> every morning. All these are done before the clock strikes <strong>9:00 am</strong>. The time now as I write this article is <strong>06:19 am.</strong></p>

<p>I changed my approach based on what I learned from Hal and everything has been a roller costa experience.</p>

<p>Now let me explain to you what you need to do to permanently develop a new habit. The secret might not be what you expect. </p>

<p>Successfully building a new healthy habit within a period of 30 days boils down to breaking it into three phases. <strong>Understanding these phases and mentally preparing for it</strong>, is the critical part of the entire habit creation process.</p>

<h2 id="phase-1-the-first-10days">Phase 1: The First 10 days</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*miZ36VK_mtFfaztHi6hmDQ.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@kj2018?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Kat J</a> on <a href="https://unsplash.com/s/photos/tears?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>In his book, Hal calls this the <strong>Unbearable phase. </strong></p>

<p>This is the phase that marks the beginning of something new and exciting. However, it is the stage where your body is going to resist the change, your mind is going to resist it. In fact, every fiber of your being will resist and reject the change.</p>

<p>Let us assume you have decided to lose some weight by waking up every morning and hitting the gym. Note you ain’t an early morning person. So, the next morning, you wake up early and excited to start something new.</p>

<p>But as soon as you do five pushups and situps, you are done and dusted. Feels like hell itself. You feel excruciating pain around your collar bones. </p>

<p>This is the phase where over 95% of people fail and simply give up. What they don’t realize is that this is temporary and it gets better. They just slip right back into their old habits.</p>

<p>You and I know better. The secret is that this is <strong>only temporary</strong>. Keep this mind, in fact, write it in bold and plaster it on your wall to remind yourself every time you start a new habit and feel like your drowning in pain.</p>

<p>It does not matter the habit you wanna start or quit. Maybe quit smoking or drinking alcohol. You’ve got to be mentally prepared. It feels unbearable but it’s only temporary. </p>

<p>I felt so much pain in my arms after I stopped doing sports and especially pushups for more than 6 months. My arms hurt and my body ached for about four days. But every day I knew the pain was fading away and kept on despite the pain.</p>

<p>I couldn’t do 20 pushups without collapsing on the floor like a log of wood. Now just 2 weeks after, every day I do a minimum of 100 decline pushups, in 2 sets. 60 pushups on the first round then followed by 40 immediately after. This seemed impossible when I first started.</p>

<p>You’ve got to know it’s going to be freaking challenging but you are prepared to pay that price just for a few days so as to be on the other side of success.</p>

<h2 id="phase-2-1120days">Phase 2: 11–20 Days </h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*AiRpbrPuOhD0hbUsrLIeiw.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@yrss?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Yuris Alhumaydy</a> on <a href="https://unsplash.com/s/photos/uncomfortable?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>This is the period Hal calls the <strong>Uncomfortable phase. </strong></p>

<p>At this phase, your body is beginning to adjust and accept the new changes. You are also beginning to witness the benefits of surviving the challenging 10 days and your confidence is building up. </p>

<p>This is good, but you are not out of the woods yet. Some wolves are still lingering around and you need to be extra careful. </p>

<p>Adhering to your new habit will still feel uncomfortable. Don’t listen to that small voice within that tells you to take a day or 2 off and chill.</p>

<p>Let’s say, you decided to quit smoking cigarettes, you might be tempted to say “well let me just have at least one. It’s not like it’s gonna kill me”. Well, after smoking one, you might as well have the entire packet.</p>

<p>Please Don’t!! Stay committed, you almost there.</p>

<p>During my uncomfortable phase of doing pushups, my arms and collar bones did not hurt any more hours after finishing the routine. However, I still dreaded the exercise every time I wanted to start. It was the same experience I had waking up early.</p>

<h2 id="phase-3-21--30days">Phase 3: 21- 30 Days</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*jVBtzfnj7KszhTn27B5uJQ.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@brucemars?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">bruce mars</a> on <a href="https://unsplash.com/s/photos/gym?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>At the end of 21 days, you then enter the final phase of your journey to a new lifestyle. This is what Hal calls the <strong>Unstoppable phase.</strong></p>

<p>After the first 21 days, the last 10 days is my favorite part of the new habit creation process because you begin to derive pleasure from doing whatever you have been doing for the last 21 days. And you feel proud of yourself.</p>

<p>The first two phases have not been fun at all but during this stage your identity changes. If you were a smoker, you can proudly say “I am not a smoker!” while finishing off the last 10 days.</p>

<p>Remember, it is also highly tempting to want to take some days off during this stage, but you know better. This stage determines your new identity, who you have become. </p>

<p>Ask yourself this before thinking of taking a day off. Is it worth risking everything I have worked for so hard the last 21days just for a single moment of “pleasure”?</p>

<p>It is important that you take the time to reap the rewards of your new habit during these last 10 days because that is essentially the feeling that is going to make you continue practicing your newly founded habit.</p>

<h3 id="the-takeaway">The Takeaway</h3>

<p>Developing a new habit is more about developing mental strength than doing the actual activity. I had no idea about this and that is why every time I wanted to create a new habit I failed miserably and felt worse than I was before.</p>

<p>Understanding the three phases involved in creating a new habit and the number of days you need is critical for successfully quitting bad habits or creating new ones. </p>

<p>So before you engage in this journey of self-transformation, you need to tell yourself, repeat it in your mind that, the first 10 days are going to be <strong>unbearable</strong>, the next 10 days are going to be <strong>uncomfortable</strong>, but the last 10 days are going to be <strong>enjoyable.</strong></p>

<p>Using this strategy I have developed more than 4 new habits. I <strong>wake up now every day at 4:55 am</strong> sometimes before the alarm clock goes off. I write every day, I read a chapter of a book every day and I do sports.</p>

<p>Now, I look forward to waking up every morning and doing these every day as nothing is more thrilling than the feeling of giving my life structure and working on things that are important instead of sleeping and letting life pass me by.</p>

<p>Sometimes unforeseen circumstances will force you to take a day off your routine. Feel free to do it, but get back into the groove as soon as possible.</p>

<p>You too can do it and I promise you that, you’ll never want to go back to your old life ever again. </p>

<p>So let me ask you this…</p>

<blockquote>
  <p>What new habit do you want to develop right this moment as you are reading this article?</p>
</blockquote>

<p>Leave a response in the comment section and I will gladly encourage you to keep going as there is joy at the other side of pain.</p>

<h3 id="thanks-for-reading">Thanks for Reading!</h3>

<p>If you found this article helpful, then please feel free to reach out let’s connect…</p>

<ol>
  <li>You can follow me on <strong>Medium</strong> <a href="https://medium.com/@nkwawirbeltus">here</a>.</li>
  <li>Follow me on <strong>LinkedIn</strong> <a href="https://www.linkedin.com/in/beltus/">here</a>.</li>
  <li>Visit my website; <a href="https://beltus.github.io/vision/blog/"><strong>beltus.github.io</strong></a> for more interesting posts.</li>
  <li>Follow me on<a href="https://twitter.com/beltusnkwawir"><strong>Twitter</strong></a></li>
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<div class="fb-comments" data-href="https://beltus.github.io/vision/blog/quadruple-chances/" data-width="550" data-numposts="10"></div>]]></content><author><name>Beltus Nkwawir</name></author><category term="Blog" /><summary type="html"><![CDATA[What I learned from Hal Elrod about creating a new habit and how I created four new life-transforming habits.]]></summary></entry><entry><title type="html">Five Golden Soft Skills Every Student Should Develop.</title><link href="https://beltusnkwawir.com/blog/five-soft-skills-must-develop-student/" rel="alternate" type="text/html" title="Five Golden Soft Skills Every Student Should Develop." /><published>2020-07-09T00:00:00+00:00</published><updated>2020-07-09T00:00:00+00:00</updated><id>https://beltusnkwawir.com/blog/five-soft-skills-must-develop-student</id><content type="html" xml:base="https://beltusnkwawir.com/blog/five-soft-skills-must-develop-student/"><![CDATA[<h1 id="five-golden-soft-skills-every-student-shoulddevelop">Five Golden Soft Skills Every Student Should Develop.</h1>
<p><img src="https://cdn-images-1.medium.com/max/1200/1*m2SaAURetodvlvHEv3Q5eQ.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@quinoal?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Quino Al</a> on <a href="https://unsplash.com/s/photos/skills?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<h2 id="introduction">Introduction</h2>
<p>In this era of accelerated change, overwhelming complexities, tremendous competition, only the best stand a chance of winning. If you ain’t ready, it’s going to be a rather grueling and ferocious battle.</p>

<p>The question becomes, how can you ensure that you are one step ahead before the war even begins?</p>

<p>During my four years as an undergraduate, I spent a significant amount of my time focusing only on the things that were related to my field, telecommunications engineering. It wasn’t until the final semester of my degree program that reality struck me like a lightning bolt. </p>

<p>I suddenly realized there was so much I did not know because I was very confident my institution had taught me everything I needed. Oh boy, how wrong I was. I was not ready to face the real world. I lacked some critical soft skills that were paramount to bridging the gap between school and the world out of school.</p>

<p>In this article, I will share with you some soft skills that are imperative to build as a student before hitting the job market. These skills will go a long way to pave the way for more success in your career. In fact, mastering these skills is a prerequisite for frictionless attainment of success in the nearest future.</p>

<p>So if you’re ready, let’s get down to it…</p>

<h2 id="1-writingskills">1. Writing Skills.</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*oC849LDYSZ-LQh7YpVDtaw.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@lesanderson?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Les Anderson</a> on <a href="https://unsplash.com/s/photos/writing?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>There is a huge misconception between having a college education and knowing how to write with outstanding finesse and creativity. </p>

<p>Writing is a skill that every student needs to develop. The ability to express your thoughts and ideas on paper in such a logical way that anyone reading feels they are inside your very own brain is a powerful tool.</p>

<p>In the course of your education, you will encounter lots of opportunities that are life-changing and your writing will be the only passport required to get you through. For example, writing motivation letters for scholarships, jobs, internships, writing reports for your boss, etc.</p>

<p>Unless you are majoring in English at the university, I believe it is important that you try and dedicate some time to honing your writing skills. It doesn’t matter what you write about. Don’t fret, you need not be as good as writers of novels.</p>

<p>Avoid the delusional thought that having a college degree implies you are good at writing. Most of the time this is never the case if you are being absolutely honest with yourself.</p>

<blockquote>
  <p>How can I improve my writing skills?</p>
</blockquote>

<p>Just like muscle building requires constant weight lifting, improving your writing skills require that you write constantly and consistently. </p>

<p>Start by writing a page of anything every day. It could be a journal entry, part of a novel or short story, a blog, a homework, a grocery list. The idea is to strengthen the mental muscles needed for writing.</p>

<p>If you are feeling more excited and love to share your thoughts with others, you can start by creating an account on <a href="https://www.quora.com/"><strong>Quora</strong></a> which is a question and answer website and start providing answers to some questions. This will help you build some confidence. If you want to go one step further and write a blog post just like this one, register for a free account on <a href="http://medium.com"><strong>medium</strong></a> and start writing immediately.</p>

<p>One last tip to develop your writing skills is to read what great writers are writing, learn from it, and start emulating that. I will recommend you check out <a href="https://jerryjenkins.com/"><strong>Jerry Jenkins</strong></a><strong>’ blog</strong> where he shares tips on how to write great pieces.</p>

<blockquote>
  <p>A good writer is a good reader!!</p>
</blockquote>

<h2 id="2-communication-skills">2. Communication Skills</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*idscnZxD1S3wfIIfcLA9_Q.jpeg" alt="" /></p>

<p>source: Davissciencesays.ucdavis.edu</p>

<p>Have you ever been filled with brilliant ideas but just can’t seem to express yourself lucidly? Your mind just freezes every time you have to speak to an audience. That is like the most frustrating feeling in the entire universe.</p>

<p>Despite the popular opinion that some people are just naturally outspoken while others are introverts, when it comes to communication skills, anyone, I mean anyone can be a good speaker with practice.</p>

<p>Most students usually shy away from being put in situations that require them to express their thoughts to an audience. It feels uncomfortable which is understandable. </p>

<p>However, it never gets better. As you grow, your audience changes not only in age but also in size. From the class of 25 students, you soon find yourself amid a group of 100 people, and the fear of talking just keeps spreading like the Australian wildfire.</p>

<p>We need to understand that speaking in a group of people is inevitable in a person’s lifetime and that, those who are brave enough to speak in such situations are those that are usually regarded as leaders. </p>

<p>As a student, it is much easier to put in the effort to hone your public speaking or communication skills while you are still in school and among familiar faces, before encountering the real world filled with strangers. This goes a long way in building the confidence necessary to express your opinions in front of a board of directors in your future company or address an audience of thousands of people.</p>

<p>The best way to develop any skill is to start small. For communication skills, I will advise, you begin by always ensuring that you ask at least one question in every class to the professor. Sooner or later, it’s going to be like second nature to you. Your lecturers will think highly of you and at the same time, you will be conquering your fear of public speaking. Shooting two birds with one stone and it is a win-win.</p>

<h2 id="3-persuasion-skills">3. Persuasion Skills</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*Y_5H5rAwRXetICQ3UK5d4Q.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@scienceinhd?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Science in HD</a> on <a href="https://unsplash.com/s/photos/speech?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<p>Look around you, everywhere you turn someone is trying to persuade you to do something. The media wants to keep you glued to your screens, social media apps send random notifications every second just to get you to click that button. </p>

<p>Not forgetting you, yes you reading this right now!. Now, remember as a kid when you wanted ice-cream so badly that you had to cry out loud until mum bought it? or when you had to muster the confidence to ask that beautiful girl next door to go out on a date with? Yeah, that was you putting on your A-game of persuasion.</p>

<p>When it comes to your educational and career life, it is of utmost importance to develop professional persuasion skills, because it will literally dictate how fast and how far you can get in life and what you can achieve.</p>

<p>Students who get admissions to top-elite universities, scholarships, internships, job offers are always those that were more persuasive. They were able to convince the bosses, the board of directors, the superiors that they were better than everyone else. </p>

<p>Here is something we need to understand as we aspire to achieve our dreams. Certificates and academic accomplishments can only go so far. That is why face-to-face interviews are always conducted by organizations and institutions. These interviews almost always determine your fate.</p>

<blockquote>
  <p>But where exactly do I start Beltus?</p>
</blockquote>

<p>From my personal experience, I strongly advise you to search for some great books on the topic of persuasion. My personal favorite is the very popular book <strong>How to win Friends and Influence People by Dale Carnegie.</strong> Trust me, after completing this book, you will know exactly how to relate with people and so much more.</p>

<p>If you not feeling like reading a completed book, it’s okay. I got you covered. Here is an article that summarizes the <a href="https://www.businessinsider.com/dale-carnegie-on-how-to-be-more-persuasive-2015-3"><strong>12 ways to be more persuasive from the book.</strong></a></p>

<h2 id="4-independent-thinkingskills">4. Independent Thinking Skills.</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*T11fZtpx2l5h4fuImCQJOA.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@earbiscuits?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Juan Rumimpunu</a> on <a href="https://unsplash.com/s/photos/thinking?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<blockquote>
  <p>Are you are downloader or a processor?</p>
</blockquote>

<p>There are two types of students. The ones I term downloaders and the other processors. Downloaders are rigid. They spend hours in class listening to what is taught without ever questioning for any second the information or asking themselves if the information really makes sense.</p>

<p>Processors, on the other hand, listen diligently, process the information in their brains, and then try to draw their own personal and logical conclusions. They do this either by applying the knowledge they just learned in different scenarios or seeking alternative sources of information to validate and clear any doubt they might have. By constantly forcing their brains to analyze the information that is being bombarded to it, they develop powerful creative thinking ability.</p>

<blockquote>
  <p>But how can I become a Processor?</p>
</blockquote>

<p>Begin by always asking very basic questions. Don’t think about the big questions. Not yet!. You are doing this to let your mind develop a sense of curiosity. Later on, people around you will be marveled by not only the profundity of your questions but also its relevance. </p>

<blockquote>
  <p>Wherever you are be the Independence thinker. Every decision that has ever been made started with someone asking the right questions.</p>
</blockquote>

<h2 id="5-flexibility-and-adaptability-skills">5. Flexibility and Adaptability skills.</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*Itv1iXeajzHqhCE7Tmz-vQ.jpeg" alt="" /></p>

<p>Photo by <a href="https://unsplash.com/@ruzickap?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Petr Ruzicka</a> on <a href="https://unsplash.com/s/photos/flexibility?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText">Unsplash</a></p>

<blockquote>
  <p>Love challenges, be intrigued by mistakes, enjoy effort and keep on learning — Carol Dweck</p>
</blockquote>

<p>We find ourselves in a world that is rapidly changing. What is relevant today would be completely out of date tomorrow. We have technology to thank for that. </p>

<p>Your ability to adapt to changing times would go a long way to ensure that you remain a valuable asset to your company. It is easier to develop these skills while in school than when already on the job.</p>

<blockquote>
  <p>How do I develop such a skill?</p>
</blockquote>

<p>To be flexible is to have an open-mindset. This can be achieved by committing to continuous learning. By understanding and accepting that there would be a lot of things that you don’t know and will be required to learn as you undertake the journey of life is the perfect growth mindset to have.</p>

<p>Sometimes it would require that you take full in-class or online courses just to acquire the necessary knowledge required to accomplishing a particular task. This can either be a torturous exercise or an exciting adventure of seeking new knowledge depending on whether you are mentally flexible or not.</p>

<h2 id="takeaway">Takeaway</h2>

<p>It is a shame after studying very hard for years in school just to get to the real world and realize there is so much more you don’t know. Our educational institutions are great at teaching you the theoretical and technical concepts related to your area of specialization, however, there fail significantly in focusing on skills that are necessary for a successful and satisfying career.</p>

<p>In this article, I highlighted the five top skills I believe are the most important for every student to develop before they are thinking of hitting the job market. </p>

<p>They included the ability to write, the ability to communicate, the ability to persuade, the ability to think independently, and finally the ability to be flexible and dynamic. I hope you enjoyed reading this article.</p>

<h2 id="thanks-for-reading-and-never-stop-learning">Thanks for Reading and Never stop Learning!</h2>

<p>If you found this article helpful feel, then </p>

<ol>
  <li>You can follow me on <strong>Medium</strong> <a href="https://medium.com/@nkwawirbeltus">here</a>.</li>
  <li>Follow me on <strong>LinkedIn</strong> <a href="https://www.linkedin.com/in/beltus/">here</a>.</li>
  <li>Visit my website; <a href="https://beltus.github.io/vision/blog/"><strong>beltus.github.io</strong></a> for more interesting posts.</li>
  <li>Follow me on<a href="https://twitter.com/beltusnkwawir"><strong>Twitter</strong></a></li>
</ol>

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<div class="fb-comments" data-href="https://beltus.github.io/vision/blog/quadruple-chances/" data-width="550" data-numposts="10"></div>]]></content><author><name>Beltus Nkwawir</name></author><category term="Blog" /><summary type="html"><![CDATA[The world we live in today is a fierce competition and only the best stand a chance of winning.]]></summary></entry><entry><title type="html">How to Learn Anything Challenging</title><link href="https://beltusnkwawir.com/blog/learn-anything-challenging/" rel="alternate" type="text/html" title="How to Learn Anything Challenging" /><published>2020-05-13T00:00:00+00:00</published><updated>2020-05-13T00:00:00+00:00</updated><id>https://beltusnkwawir.com/blog/learn-anything-challenging</id><content type="html" xml:base="https://beltusnkwawir.com/blog/learn-anything-challenging/"><![CDATA[<h1 id="how-to-learn-anything-challenging">How to Learn Anything Challenging</h1>

<p><img src="https://cdn-images-1.medium.com/max/800/1*chzeIszudlOkUVyRZQp74w.jpeg" alt="" /></p>

<p>Do me a favor: think back to a day you tried to read or learn something you believed was <strong>freaking challenging</strong>. What do you see?</p>

<p>You probably sat there, staring at the same page for hours, trying to understand what the hell you were reading. You read it over and over again until you lost count.</p>

<p>Frustration sets in and later, anger slowly finds its way into your mind. You angrily get up, disappointed at yourself. You look at yourself in the mirror and think you must be the dumbest individual to have ever lived.</p>

<p>All of this just because your <strong>cute little brain</strong> could not help you out at that moment. </p>

<p>As a postgraduate student in computer science whose area of research focuses on Artificial Intelligence algorithms, I have been there a couple of times and it sucks. </p>

<p>I have encountered the easy, difficult, and almost impossible to understand concepts, equations, and algorithms in my life as a student.</p>

<p>Whenever you face a challenge, your natural response is to quit. The concepts feel <strong>unbearably overwhelming</strong>, you try and try but you don’t get it. You feel like quitting, you feel like screaming at yourself. You even curse yourself for being so dumb and not able to figure stuff out.</p>

<blockquote>
  <p>Hold on just for a second. Don’t give up just yet!!</p>
</blockquote>

<p>In this article, I will share with you critical ideas on how to learn anything challenging. It will include techniques from my personal experience of studying some crazy stuff for years.</p>

<p>If there is anything you love to learn that the thought of it terrifies you, then I believe after reading this article, it will be time to pick that <strong>little devil up</strong> and defeat it.</p>

<p>So what is it that has been giving you a hard time. Let’s solve it together.</p>

<h2 id="1-break-itdown">1. Break it Down</h2>

<p>Take a look at the image below. Breathtaking isn’t it? </p>

<p><img src="https://cdn-images-1.medium.com/max/800/1*YY2isGFGz_uthWToF5uqNQ.jpeg" alt="" /></p>

<p>But wait, this isn’t about the painting. It is about the process of transformation of the painting from an idea to the very first stroke of the painter’s brush on the canvas to finally becoming such a masterpiece.</p>

<p>Why I am talking about paintings here?</p>

<p>The fundamental reason why we struggle in grasping certain things we study is that, when we encounter them for the first time, we instinctively try to make sense out of them at a superficial level. </p>

<p>For example, when you first saw the painting, your first nonverbal reaction was likely: I can’t paint this even in a million years. </p>

<p>You came to this conclusion because you were looking at the image with a completely different lens. The same lens you have likely been using whenever you encountered complex stuff. </p>

<p>Now, you didn’t think for a split second how exactly the painting was made from the very beginning. Take a close look at the image below. The combinations of thousands of those square little boxes made this mindblowing image.</p>

<p><img src="https://cdn-images-1.medium.com/max/600/1*XOsSw54ionCJQNRSHM2tDA.png" alt="" /></p>

<p>Everything that has ever been built by humans, from ships to submarines, from planes to skyrockets, from supercomputers to quantum computers is just made up tiny little boxes joined together in a particular order. </p>

<p>The secret to understanding anything irrespective of its complexity is based on your very own ability to break it down to its very basic form. If you still can’t understand it, then keep breaking it down. Keep going till you are able to nod your head and acknowledge within you that you finally get it. </p>

<p>You will be surprised by how many years it took for me to understand the principle of breaking things down. I used to think as I go up the educational ladder and encounter challenging concepts, I am supposed to ‘get it’ just as it is.</p>

<p>In order to show you exactly how to apply this method of breaking things down. Imagine you have never been in a physics class before and you just came across this equation.</p>

<blockquote>
  <p>F = M x A</p>
</blockquote>

<p>Just to be clear, it is the famous <strong>Newton’s second law of motion. </strong></p>

<p>Stay with me here a little longer, this article is not about physics.</p>

<p>The breaking down process begins by you asking very simple questions like:</p>

<blockquote>
  <p>What do* <strong><em>F , M</em></strong> and <strong><em>A</em></strong> *stand for? </p>
</blockquote>

<p>You will find the simplified answer to be <strong><em>Force, Mass of an object, and Acceleration.</em></strong> Okay cool!</p>

<p>But wait, <em>what the hell is Acceleration?</em> Good question. So you break it down again. </p>

<blockquote>
  <p>Acceleration = Velocity / time. </p>
</blockquote>

<p>Alright, I don’t need to study physics to know what <strong><em>time</em></strong> means. Great!</p>

<p>But hold on. What is Velocity? Interesting question. </p>

<blockquote>
  <p>V = Distance / time.</p>
</blockquote>

<p> Perfect! I guess everyone knows what distance is. </p>

<p>So now you can appreciate, how we started from an equation you had no modicum of a clue and ended up with something even my grandmother can understand.</p>

<p>As a computer science postgraduate student I found myself struggling to find solutions to questions whose answers could easily be found if I had broken the problem down to a simpler form.</p>

<p>How I wish someone had told me <strong>simplicity is the fundamental basis of understanding even the most complex of things.</strong></p>

<blockquote>
  <p>Remember; If you don’t get it, break it down and if you still don’t get it, well you know what to do.</p>
</blockquote>

<h2 id="2-dont-beatyourself">2. Don’t Beat Yourself</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*PzXRNT6IQQodjQuLndZa-g.jpeg" alt="" /></p>

<p>Have you ever felt so frustrated and disappointed in yourself just because you came across a new concept and you could not wrap your mind around it? The feeling gets deeper and stronger when your mates seem to effortlessly get it.</p>

<p>Well, I don’t know about you but I have been there and done that multiple times. I used to get utterly frustrated when I could not grasp a concept which I thought I am supposed to get it.</p>

<p>This went on for a while and as I grew older and wiser, I started to understand how the human brain works, and this has been a life-changing experience.</p>

<p>You see, our brains are one of the <strong>mysteries of humanity</strong>. Since the beginning of time neuroscientists have been pushing the boundaries just to figure out how exactly it works. Today, I think all they got is a shallow understanding of what exactly happens in this soft matter behind our skulls.</p>

<p>Just to give you an idea, here is how scientists believe the brain works. It is made up of millions of cells called neurons interconnected with one another in a complex manner beyond human comprehension.</p>

<p>Now, in order to learn something new, it requires the creation of new connections between neurons that didn’t exist before.</p>

<blockquote>
  <p>What does this have to do with learning anything challenging?</p>
</blockquote>

<p>Well, what no one will tell you is this. Creating these new connections takes <strong>Time!</strong> That is why you forget the name of the stranger you just met a minute ago but will never forget the name of your childhood friend.</p>

<p>When I was first exposed to Artificial Intelligence concepts two years ago, I felt like I was in a universe where everyone is breathing normally while I was suffocating. Nothing made sense. Nothing!! I am sure you can guess how I felt.</p>

<p>Now 2 years later, looking at those very concepts that eluded me and gave me freaking difficult times, it all makes sense now. </p>

<blockquote>
  <p>Why is that?</p>
</blockquote>

<p>I gave myself time for my brain to create the necessary connections needed for me to be able to understand those concepts.</p>

<p>There are things I never thought I could ever be able to figure out, but now I do. There are still hundreds of them I struggle every day to get, however, I know now it’s just a matter of time.</p>

<p>Every time you get frustrated at not understanding anything. Don’t beat yourself. Take a deep breathe and tell yourself this,</p>

<blockquote>
  <p>It’s just a matter of time before my brain forms the neccessary connections.</p>
</blockquote>

<h2 id="3-go-oldschool">3. Go Old School</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*BuQg_oX3-LRHVvpyQcDfTA.jpeg" alt="" /></p>

<p>I remember in the old good days when my teachers use to work tirelessly to ensure that I hold the pencil correctly and carve out letters that at least resembled the English alphabets. They did a great job and to this day, it is one of the most valuable and useful skills I have. </p>

<p>The world around us is changing at a lightning speed and we are just following along. It doesn’t matter where that leads us, there is nothing anyone can do about it. </p>

<p>We are slowly being carried away by the wave of technology with the availability of smartphones, notebooks, laptops that have tremendously aided us in making our study lives so easy and enjoyable.</p>

<p>But here is the problem, there are complex concepts and ideas that you might never understand if you simply study them using these devices. You will spend hours staring at your PC and wondering why you just can’t get it.</p>

<p>What you might not understand is that computers and other smart devices were not meant to replace the old fashion way of studying with just a <strong>pen and a piece of paper.</strong></p>

<p>It is rather sad that many students have developed the habit of just reading notes on these devices and that’s it. </p>

<p>As a programmer and computer scientist, it might seem rather ironic the idea of using a pen and paper is coming from me. </p>

<p>On my study table, there are 3 things you will find if you happen to pay me a visit; <strong><em>my laptop, a pen, and a bunch of papers</em></strong>. Whenever I am studying anything and it starts to get complicated, my pen and paper are right there by my side to save me.</p>

<p>Writing things down on a solid piece of paper is just like imprinting it in your very own mind. The action of moving your finger along the paper, visualizing what you are doing, and thinking about it freely is more powerful and effective than any computer can ever provide.</p>

<p>From today, whenever you come across a challenging concept, drop your phone or laptop; <strong>go old school and write it down on paper.</strong> Trust me, you will not only understand easily but also save yourself a lot of time, headache and heartache.</p>

<h3 id="the-takeaway"><strong>The Takeaway</strong></h3>

<p>In life, we are faced with challenges, every day, every hour down to the very last minute. There is no running away from this. Learning how to face these challenges is the only way out that will permit you to grow and evolve into a better version of yourself.</p>

<p>In this article, I have shared with you some important strategies that you can begin to incorporate in your very own life from today moving forward. </p>

<p>Firstly, when you study something and your brain can’t figure it out, the first thing to do is to break it down to the simplest level for which you can understand. </p>

<p>Secondly, always remember your brain needs time to make the necessary connections between neurons. So, if you can’t understand a concept, don’t beat yourself, just give it time.</p>

<p>The last point I mentioned, was to ensure that, you always have a pen and paper by your side. When you face a challenging concept, leave the pc for a while and pick up your pen and paper. Go old school.</p>

<p>Thanks for reading and if you enjoyed reading this article, here is a list of other articles I recommend you check out.</p>

<ul>
  <li><a href="https://beltus.github.io/vision/sc/2020-04-24-ultimate-guide-success-education/">The Ultimate Guide to Success in Education.</a></li>
  <li><a href="https://beltus.github.io/vision/sc/2020-05-01-things-to-do-times-uncertainty/">Four things to Do as a Student at Times of Uncertainty</a></li>
  <li><a href="https://beltus.github.io/vision/sc/2020-03-16-five-things-to-becoming-top-performing-student/">Five Things to Do to Become a Top-Performing Student</a></li>
  <li><a href="https://beltus.github.io/vision/sc/2020-01-29-quadruple-scholarship-chances/">The Secret if Quadrupling your Chances of Landing your Dream Scholarship</a></li>
</ul>

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<div class="fb-comments" data-href="https://beltus.github.io/vision/blog/quadruple-chances/" data-width="550" data-numposts="10"></div>]]></content><author><name>Beltus Nkwawir</name></author><category term="Blog" /><summary type="html"><![CDATA[How frustrated and disappointed do you ever get when you try to learn something new  and your brain just can't seem to get it? Change that today.]]></summary></entry><entry><title type="html">Four Things to Do as a Student at Times of Uncertainty.</title><link href="https://beltusnkwawir.com/blog/things-to-do-times-uncertainty/" rel="alternate" type="text/html" title="Four Things to Do as a Student at Times of Uncertainty." /><published>2020-05-01T00:00:00+00:00</published><updated>2020-05-01T00:00:00+00:00</updated><id>https://beltusnkwawir.com/blog/things-to-do-times-uncertainty</id><content type="html" xml:base="https://beltusnkwawir.com/blog/things-to-do-times-uncertainty/"><![CDATA[<h2 id="introduction">Introduction</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*4lOndtfBCLTCFCUP4IrCbw.jpeg" alt="" /></p>

<p>We are living in an endless nightmare where everyone is struggling to survive for as long as they possibly can. COVID19 patients gasping for oxygen while the doctors are working tirelessly round the clock to keep patients alive.</p>

<p>Since schools were shut down due to the outbreak of the novel coronavirus, a significant majority of the global population has been stuck home with limited movement around for months.</p>

<p>While a few people are beginning to come to a realization of how long we probably might be confined indoors, some are still under the delusion, the virus is just going to magically disappear the next morning.</p>

<p>Since the unexpected lockdown, we all have been developing new habits. The striking problem is that many of us are oblivious to the harm some of these habits will cause in our lives especially in the nearest future.</p>

<p>We seem not to notice how subtly our live styles are changing. It all seems out of our control and we are slowly and comfortably welcoming it.</p>

<p>According to research, it takes at least 30 days for a person to develop a new habit. Now, think for a second, what being home for 3 months might result in.</p>

<p>Two things are certain, whether you like it or not, you are consciously or subconsciously developing some new habits now. Everyone is. My question is this;</p>

<blockquote>
  <p>What habits are you developing as a student during this uncertain times?</p>
</blockquote>

<p>My guess is, if you are still reading this article to this point then you have decided to take matters into your own hands and choose for yourself what kind of person you want to become after this horrific and frightening nightmare is over.</p>

<p>In this post, I am going to share with you 4 things that you can do to ensure that you are developing some healthy habits that are going to be extremely beneficial in the long run after all this is over.</p>

<p>Let’s get right into it.</p>

<h2 id="1-zoom-out-and-shut-it-alldown">1. Zoom out and Shut it all down.</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*Jn20xgr8iKh08UsGWtZbeA.jpeg" alt="" /></p>

<p>Do me a little favor,</p>

<p>Just for a moment, stop reading this post, turn on the television, and go to a major news channel. Watch it for five minutes, and listen carefully.</p>

<p>You will definitely hear newscasters consistently using words like</p>

<blockquote>
  <p><strong>Deaths, Pandemic, crisis, plaque, danger, massacre, starvation, painful, panic etc</strong></p>
</blockquote>

<blockquote>
  <p>Why is that?</p>
</blockquote>

<p>These programs are specifically designed to try and keep you glued to your screens as much as possible. So to achieve this, they intentionally fill their headlines with <strong>FEAR WORDS.</strong></p>

<p>Now that we know this. The very first thing we need to do is to:</p>

<blockquote>
  <p>Shut it down!!.</p>
</blockquote>

<p>The times we are living in are already difficult enough and almost unbearable for any human being on planet earth. So do yourself a favor and not permit news channels to add more fuel to your troubles.</p>

<p>To be able to maintain your sanity and focus for this in-deterministic long period of time that we will be confined at home, you need to reduce your sources of information as much as possible.</p>

<p>We are surrounded by an overwhelming inflow of information from all sources. In fact, the advent of COVID19 has made everyone an expert in virology.</p>

<p>I’m not saying disconnect yourself from the rest of the world. You have to stay informed but be smart enough to connect with the most reliable sources of information and keep the number of sources small.</p>

<p>Be wise enough to focus and not lose your mind in this chaos. I don’t even watch the news anymore. My friends who spend their entire day watching the news, feed me with the updates for less than 30 minutes. That’s it.</p>

<p>Ask yourself this;</p>

<blockquote>
  <p>How much depressive information can your mind take before driving you insane?</p>
</blockquote>

<p>Guard your ears diligently as they are the gateway to your mind. Filter what gets into them, because as the popular adage among programmers goes —</p>

<blockquote>
  <p>Garbage in, Garbage out</p>
</blockquote>

<h2 id="2-develop-a-newskill"><strong>2. Develop a new skill.</strong></h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*S_w1IXsLxMUkb0wDESD5Cg.jpeg" alt="" /></p>

<p>There is one thing I know COVID-19 has given most of us, that is <strong>TIME</strong>. The time which we may never have in our lifetime. I try to find the silver lining in every dark cloud no matter how dark it might be.</p>

<p>If you are a procrastinator just like me, you will know that the most common lies we always tell ourselves for not doing anything worthy is “<strong>there ain’t time and I’m too busy”</strong>.</p>

<blockquote>
  <p>Now, what are you going to tell yourself?</p>
</blockquote>

<p>This period presents a unique opportunity to get up and try something new. Something you had always dreamt of doing but convinced yourself you did not have the time.</p>

<p>Maybe learn how to <strong><em>sing, dance, play a musical instrument, write, program a computer, create a website</em></strong>, etc. Whatever it is, now is the ideal moment to make use of this unexpected break because this might be the last time we ever get such a scenario in our lifetime on planet earth.</p>

<p>A very good friend of mine just launched his new youtube channel a few days ago and I subscribed instantly. That is something he had been talking about ever since I met him last year, then he saw this window of opportunity and just couldn’t miss it. Guess what? He already got more than 2k subscribers. Impressive right?</p>

<p>No skill is ever useless. You might just discover your God-given talent and change your life forever. Give yourself the opportunity to at least try.</p>

<h2 id="3-focus-on-yourbody">3. Focus on your Body</h2>

<blockquote>
  <p>Take care of your body. It’s the only place you have to live ~ Jim Rohn</p>
</blockquote>

<p><img src="https://cdn-images-1.medium.com/max/800/1*ZH39vxnnrCFCn11Wf_eUbg.jpeg" alt="" /></p>

<p>I don’t care if you used to work out or not before the outbreak of this pandemic, now is the time where you have no choice than to get out of bed and stretch your muscles no matter how hard that might feel.</p>

<p>When things were still normal, we were mobile beings. After walking to school and back we convinced ourselves we at least did some sports and that’s enough to stay healthy.</p>

<p>Now, we are not any different from pets. Sitting home, just eating, and shitting.</p>

<p>The problem now becomes:</p>

<blockquote>
  <p>For how long can we continue to live like this before it starts affecting us negatively?</p>
</blockquote>

<p>The human body was not designed to be confined to one spot. However, now we are literally under house imprisonment. It is so easy to wake up now at 12 noon, have brunch, go back to bed, watch movies, chat with friends, visit the fridge every 10 minutes.</p>

<p>This seems like a perfect life, isn’t it? well No!! Let’s imagine you do this for a month on lockdown. How many pounds are you going to gain? I find it quite disturbing when people say they ain’t doing sports because the gym is quite far away.</p>

<p>Here is the truth. You do not need a gym to do sports. All you need is an empty space that is big enough to stretch your muscle and that’s it.</p>

<p>Staying healthy during this period is not going to be easy but it is imperative that you try as hard as you can.</p>

<p>The fight is not between you and COVID19 but between you and your health.</p>

<h2 id="4-engage-in-onlinelearning">4. Engage in Online Learning</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*qd9fYa633GUqEPNgxtXgXA.jpeg" alt="" /></p>

<blockquote>
  <p>Once you stop learning, you start dying ~~ Albert Einstein</p>
</blockquote>

<p>At this moment, there is a problem that we might be blind to see. Most universities have transitioned to online classes, however, it is perfectly clear that this is not as effective as in-class lectures use to be before schools were put on lockdown.</p>

<p>The quality of education has dropped drastically despite the efforts put in place by the respective institutions. This has an insidious effect in your educational career that might only be apparent in the future.</p>

<p>To ensure that you are absorbing top-notch knowledge offered by the highest echelons of the educational sector, you need to compliment your online-education offered by your universities with those offered by <strong>Massive Online Open Courses(MOOCs).</strong></p>

<p>MOOCs are these amazing free online websites on the internet with high-quality content in almost every field. The biggest advantage of these sites is that they were built for online learning and extraordinary effort in research has been put to make sure they are delivering the best.</p>

<p>In order words, MOOCs have been ready for years to offer online lectures. Whether you are currently taking online lessons from your universities or not, I strongly advise you to dive right into some of these awesome websites now and start learning.</p>

<p>Here are some of the top online platforms out there which I will recommend to you right now. Most of these sites offer completely free access to their video lectures and even certificates after completion. Check these out.</p>

<p><a href="https://www.udacity.com/">Udacity</a>, <a href="https://www.coursera.org/">Coursera</a>, <a href="https://www.udemy.com/">Udemy</a>, <a href="https://www.khanacademy.org/">Khan Academy</a>, <a href="https://ocw.mit.edu/index.htm">MIT OpenCourseWare</a> .</p>

<p>There are a lot more but from my experience, the above list provides great content and the knowledge I have accumulated from them is imponderable.</p>

<p>It doesn’t matter what you are learning as long as you are learning something new then you are growing. Knowledge has never been useless.</p>

<h2 id="the-takeaway">The Takeaway</h2>

<p>It is one of the most challenging times of our lives we are going through at the moment. It is super important that we do not get distracted by the chaos around us. We need to focus on certain aspects of our lives.</p>

<p>In this post, I have written about controlling the type of information that gets into your ears in order to maintain your sanity. Secondly, now is the perfect time to develop a new skill in anything that is of interest to you.</p>

<p>Your health is the most important thing I believe you need to watch out for during this long period of lockdown. Finally, continuously learning from the many free online platforms that exist now will ensure that your knowledge keeps growing and that you are developing.</p>

<p>I leave you with this quote.</p>

<blockquote>
  <p>A pessimist sees the difficulty in every opportunity. An opportunist sees opportunity in every difficulty.</p>
</blockquote>

<p>Stay safe and never stop growing.</p>

<p>Thanks for reading and if you enjoyed this article, take 5-seconds of your time to enter your email below and never miss an article.</p>

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<p>Follow me on <a href="https://www.linkedin.com/in/beltus/">LinkedIn</a> , <a href="https://www.instagram.com/j_beltus/">Instagram</a></p>]]></content><author><name>Beltus Nkwawir</name></author><category term="Blog" /><summary type="html"><![CDATA[How to Rise beyond the circumstances you find yourself in more powerful than ever.]]></summary></entry><entry><title type="html">The Ultimate Guide to Success in your Studies.</title><link href="https://beltusnkwawir.com/blog/ultimate-guide-success-education/" rel="alternate" type="text/html" title="The Ultimate Guide to Success in your Studies." /><published>2020-04-24T00:00:00+00:00</published><updated>2020-04-24T00:00:00+00:00</updated><id>https://beltusnkwawir.com/blog/ultimate-guide-success-education</id><content type="html" xml:base="https://beltusnkwawir.com/blog/ultimate-guide-success-education/"><![CDATA[<p><img src="https://cdn-images-1.medium.com/max/800/1*G1ifZtCS7SuhXDXoRNIUvA.jpeg" alt="" /></p>

<h2 id="introduction">Introduction.</h2>

<p>We don’t fail because we aren’t smart enough. We fail because we think we ain’t smart enough. We fail because no one ever taught us how to succeed.</p>

<p>To succeed in education is a process. Some students are lucky enough to have figured it out earlier in their lives by themselves or with the help of someone else. For me, I was lucky to have been surrounded by hard-working sisters in my early years of college who held my hand and taught me how to study and succeed in my studies.</p>

<p>If you have been failing in your courses and exams for so long that you believe you are not smart enough, then it’s time to put things back into perspective and become the person you were meant to be. Those excuses you tell yourself for not succeeding in school, are just lies that make you sleep well at night.</p>

<p>İts time to stop and take back control of the wheel of your life.</p>

<p>If you want to compete as a student and be unstoppable, then by reading this post you will be on the right track to changing your story.</p>

<p>In today’s article, I am going to share with you techniques that if applied will drastically increase your success rate not only in education but in life. So make sure you read to the end.</p>

<p>with that out of the way, let’s dive right in.</p>

<h2 id="1-thrive-in-themiddle">1. Thrive in the Middle.</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*hgH07xbQAo7ZCpK6xEpkaw.jpeg" alt="" /></p>

<p>Have you ever heard about the <strong><em>Marathon of the middle?</em></strong></p>

<p>I came across this concept while reading one of the secrets of great writers by the prolific author Jerry Jenkins. He observed that most fiction and non-fiction writers lose interest and give up writing their stories somewhere in the middle of the book.</p>

<p>So he said, “<em>To be a great writer you have to thrive in the middle when writing a book</em>”</p>

<p>I paraphrase his statement by saying;</p>

<p>“<em>To succeed in your education as a student you have to thrive in the middle of the semester term</em>.”</p>

<p>Here is what always happens. At the beginning of every semester, students are fired up and filled with tremendous energy. They are ready to put in all they got. Unfortunately, that momentum rapidly dies down as the semester progresses towards the middle.</p>

<p>Average students tend to lose motivation, get exhausted and that makes all the difference. While the smart guys remain on track maintaining a constant velocity.</p>

<p>It is like running a 2000km marathon. Those who eventually win are the runners who are consistent throughout the entire race.</p>

<p>Hence, If you want to succeed you have to maintain your pace. At the very beginning of the semester, be conscious of the battle in the middle of the semester and save some energy for that time because you are going to need it.</p>

<p>Yes, it’s hard to maintain your speed and keep going steadily. It still is for me — every time. But don’t panic or do anything rash, like surrendering or losing motivation. Remember that the real fight is in the middle not at the end.</p>

<p>Towards the end of every semester, while everyone is fighting to cross the finish line, you will be at the other side celebrating.</p>

<p>Focus at the middle!!</p>

<h2 id="2-get-to-know-yourself">2. Get to Know Yourself.</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*8OqKgbmLz4JLaOr6EIABDw.jpeg" alt="" /></p>

<p>Let me ask you this. How well do you think you know yourself?</p>

<p>Let’s do a little experiment.</p>

<blockquote>
  <p><em>What do you believe is possible for you? What is your biggest self-limiting belief? How confident are you in your abilities to make decisions for yourself?</em></p>
</blockquote>

<p>Can you with all honesty provide responses to these questions? These are just a few questions I could come up with as I was writing this piece.</p>

<p>There are so many questions you got to ask yourself, then find the answers by yourself. This is because knowing yourself, mastering yourself is a superpower that can set you on top of the world.</p>

<p>You will be surprised how much you don’t know about yourself as you grow and face new challenges in your educational career.</p>

<p>Trust me, there will be times you going to doubt or even worse hate yourself. You will feel like a stranger in your own body.</p>

<p>So if you want to succeed as a student, your primary objective is to put in a lot of effort to understand yourself. Know what you know and what you don’t. Know what you are good at and what you are terrible at.</p>

<p>With that knowledge, you can then focus on working on your weaknesses while bolstering your strengths.</p>

<p>Note that the process of getting to know yourself is a continuous journey because you will definitely encounter new challenges in your life that will push to the limit.</p>

<p>Remember, You are your greatest enemy. The battle is between you and yourself. It’s time to make yourself your greatest friend. One step at a time.</p>

<h2 id="3-enjoy-theprocess">3. Enjoy the Process.</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*nE2iQGo3fm-1yTVfXI5KiA.jpeg" alt="" /></p>

<p>I remember as a kid, how we use to play under the rain tirelessly for hours. Just us and the rain. We loved it, we cherished, we enjoyed it.</p>

<p>Research has shown that the best lawyers, doctors, engineers, students are those who enjoy what they are doing. They have learned how to convert work into fun and it all seems like a freaking child’s play to them.</p>

<p>Here is what you need to do to ensure you succeed.</p>

<p>No matter how difficult it might feel, find ways to make your studies fun. Be creative and turn some abstract concepts into something you can enjoy.</p>

<p>Education has no limit. It’s like a plane that never reaches its destination. It just touches down on the next airport then takes off.</p>

<p>Learning is a continuous process. The earlier you realize this the sooner you can begin to grow steadily while enjoying the process.</p>

<p>There is fun in everything you just have to be willing to find it and when you do, everything changes. You start enjoying the lectures which you hated so badly. A new passion for learning new things is born.</p>

<p>Make your studies a game then win the game.</p>

<h2 id="4-the-power-of-teamwork">4. The power of Team Work.</h2>

<p><img src="https://cdn-images-1.medium.com/max/800/1*k4A36vOktr3fh9tQIaHbSQ.jpeg" alt="" /></p>

<p>The smartest guys are team players. They choose their teammates cautiously because they know that a good player in a bad team is as bad as the rest of the team.</p>

<p>It’s just like having Christiano Ronaldo play for some local football club.</p>

<p>There is no way a single person can possibly understand everything in school and that’s where the team comes to provide support.</p>

<p>What you didn’t understand, your friend got it with ease and will be able to break it down for you just so you can swallow.</p>

<p>The cycle of friends you build around will ultimately determine your fate. Go out there and chose your study team carefully. Work together with a unanimous objective of succeeding together. <strong><em>The failure of a teammate is the failure of the entire team.</em></strong></p>

<p>I was lucky to have found such a team of 5 and today we are spread across the globe in 5 different countries pursuing our dreams. Teamwork got us there. No one was left behind.</p>

<p>Don’t be an isolated lake because you might dry out soon. Join forces with others and be a gigantic ocean.</p>

<h3 id="the-takeaway"><strong>The Takeaway.</strong></h3>

<p>In this article, I talked about important techniques you can incorporate in your life as a student and transform your F-grades to A-grades.</p>

<p>My hope is that you give yourself the opportunity to be better, succeed, and make yourself proud.</p>

<p>Before you leave, I have a special exclusive offer just for you. Subscribe now by entering your email below to instantly receive a copy of »<strong><em>The secrets of Acing your scholarship Interviews.</em></strong></p>

<p>Thanks for reading!</p>

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<div class="fb-comments" data-href="https://beltus.github.io/vision/blog/quadruple-chances/" data-width="550" data-numposts="10"></div>]]></content><author><name>Beltus Nkwawir</name></author><category term="Blog" /><summary type="html"><![CDATA[What you need to do to ensure that your success in education is guaranteed]]></summary></entry><entry><title type="html">Surprisingly Powerful Dataset Exploration Techniques For Rookies</title><link href="https://beltusnkwawir.com/blog/dataset-exploration-techniques/" rel="alternate" type="text/html" title="Surprisingly Powerful Dataset Exploration Techniques For Rookies" /><published>2020-03-25T00:00:00+00:00</published><updated>2020-03-25T00:00:00+00:00</updated><id>https://beltusnkwawir.com/blog/dataset-exploration-techniques</id><content type="html" xml:base="https://beltusnkwawir.com/blog/dataset-exploration-techniques/"><![CDATA[<p><img src="https://beltus.github.io/vision/assets/images/covid.jpg" alt="" /></p>

<p><strong><em>COVID-19 dataset download complete!</em></strong>.</p>

<p>What now? You must be thinking.</p>

<p>That is exactly what I used to think when I started this long yet exciting journey into the planet of data science.</p>

<p>I will stare at a dataset folder on my computer screen like a sheep that just lost it’s sheperd. Lost, confused and utterly frustrated I find myself watching a youtube clip of <strong>Sheldon - Big Bang Theory</strong>.</p>

<p><img src="https://beltus.github.io/vision/assets/images/sheldon.jpg" alt="" /></p>

<p>Slowly but surely mission failed.</p>

<p>If you are new to data science, it is daunting and  overwhelming to get started with understanding the contents of any dataset amid the ocean of datasets existing today. Every second that ocean expands further.</p>

<p>It is imperative every rookie in data science familiarize themselves with the very basic techniques of exploring dataset, because it is the fuel that powers AI.</p>

<p>Working on a machine learning project without first of all understanding the dataset you are working with, is like trying to build a skyscraper without a blueprint. Think about that for a second.</p>

<p>In today’s article, I will share a couple of basic yet powerful exploration techniques which you can apply to almost any dataset.</p>

<p>These techniques will help you break through datasets. Not only that, you will have a holistic understanding of the dataset you are working with.</p>

<p>These should be enough to activate the flow of dopamine in your system so that you can frictionlessly complete your machine learning project while having fun.</p>

<p>Okay, enough of the talk. Lets get to it.</p>

<h2 id="prerequisite">Prerequisite</h2>

<p>For this article, we will be using <a href="https://pandas.pydata.org/pandas-docs/stable/index.html#module-pandas">Pandas</a> which is one of the most popular data structure libraries for machine learning. It has many interesting built-in funtions which we will be exploring shortly.</p>

<p>Some people use pandas together with <a href="https://matplotlib.org/index.html">Matplotlib</a> and <a href="https://seaborn.pydata.org/">Seaborn</a> statistical data visualization purposes. Feel free to check them out.</p>

<p>For those who have never used Pandas library before do not break a sweat over it. I wrote this article with you in mind.</p>

<p>In order to use pandas library, we first need to install it.</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code> <span class="n">pip</span> <span class="n">install</span> <span class="n">pandas</span>
</code></pre></div></div>

<p>I am using <strong><a href="https://jupyter.org/">jupyter notebook</a></strong> to run all the codes in this article. If you don’t have jupyter notebook setup yet. I got you covered. Check out the <a href="https://www.datacamp.com/community/tutorials/tutorial-jupyter-notebook">Datacamp site</a></p>

<p>At the end of this article, I will share a link to my github page where you can access the complete notebook. So stay frosty till the end.</p>

<h2 id="import-relevant-libraries">Import Relevant Libraries</h2>
<p>To have access to the amazing Pandas functions, we need to import it into our code. I imported it with the alias pd. Pandas is built upon <a href="https://numpy.org/">NumPy</a> which is very useful for mathematical operations</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="n">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="n">np</span>
</code></pre></div></div>

<h2 id="load-dataset-into-memory">Load Dataset into Memory.</h2>

<p>The pandas <strong><em>.read_csv()</em></strong> method reads the dataset file and saves it as a pandas <a href="https://www.geeksforgeeks.org/python-pandas-dataframe/">Dataframe</a> object. Think of a dataframe as a table with labels rows and columns. Here I am using the COVID-19 Dataset from <a href="https://www.kaggle.com/">Kaggle</a></p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="n">dataset</span> <span class="o">=</span> <span class="n">pd</span><span class="p">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s">'./datasets/corona-virus-report/covid_19.csv'</span><span class="p">)</span>

</code></pre></div></div>
<p>At the end of the article, I will provide links to all the different datasets I used in this article. So fret about it.</p>

<h2 id="display-the-number-of-samples-observations-in-dataset">Display the Number of Samples (Observations) in Dataset.</h2>
<p>For any dataset you come across, it is important to know the number of data  points or training examples present in your dataset. This is simply the number of rows and columns.</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="c1">#check number of rows and colums in the dataset
</span>
<span class="n">rows</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">.</span><span class="n">shape</span>
<span class="k">print</span><span class="p">(</span><span class="s">"Number of Samples: "</span> <span class="p">,</span> <span class="n">rows</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s">"Number of Attributes or Features"</span> <span class="p">,</span> <span class="n">columns</span><span class="p">)</span>
</code></pre></div></div>
<p><img src="https://beltus.github.io/images/samples.png" alt="" /></p>

<p>If you interesting knowing just the number of rows, just do this.</p>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="c1">#Prints the number of datapoints(rows)
</span><span class="k">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">dataset</span><span class="p">))</span>
</code></pre></div></div>
<h2 id="take-a-quick-peek-at-the-contents-of-your-dataset">Take a Quick Peek at the Contents of your Dataset</h2>
<p>What exactly is the content of your dataset? Pandas <strong>head() and tail()</strong> helps you with that. By default <em>head()</em> prints the <em>first 5 rows</em> and <em>tail()</em> the <em>last 5 rows</em> of your dataset.</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="n">pd</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">head</span><span class="p">()</span> <span class="c1"># List the first 10 rows of dataset
#displays the last 5 rows of your dataset
</span><span class="n">dataset</span><span class="p">.</span><span class="n">tail</span><span class="p">()</span>
</code></pre></div></div>
<p><img src="https://beltus.github.io/vision/assets/images/cv_view.png" alt="" /></p>

<p>You can as well specify the <strong>number of rows</strong> you want to display by passing the number as an argument to the functions.</p>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="c1">#prints the first 10 rows
</span><span class="n">pd</span><span class="p">.</span><span class="n">dataset</span><span class="p">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span> <span class="c1"># List the first 10 rows of dataset
#displays the last 10 rows of your dataset
</span><span class="n">dataset</span><span class="p">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
</code></pre></div></div>

<p>Sometimes your dataset will have a large number of columns such that you won’t be able to view them all.Unless you are working with a gigantic computer screen. Luckily, with the code code snippet below, you can scroll left and right to see everything. Cool right?</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="c1">#permits all the attributes(columns) to be displayed
</span><span class="n">pd</span><span class="p">.</span><span class="n">set_option</span><span class="p">(</span><span class="s">"display.max_columns"</span> <span class="p">,</span> <span class="bp">None</span><span class="p">)</span> <span class="c1">#permits all the attributes(columns) to be displayed
</span><span class="n">dataset</span><span class="p">.</span><span class="n">head</span><span class="p">()</span>

</code></pre></div></div>
<p><img src="https://beltus.github.io/vision/assets/images/extend_column.png" alt="" /></p>

<h2 id="display-interesting-statistical-information">Display Interesting Statistical Information.</h2>
<p>Lets take a step further into gaining some statistical insights of our dataset. Personally, the  <strong><a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.describe.html">.describe()</a></strong> method is a <em>must-know</em> function.</p>

<p>It provides some invaluable statistical information such as count, <a href="https://www.wikiwand.com/en/Mean">mean</a>, <a href="https://www.wikiwand.com/en/Standard_deviation">standard deviation</a>, etc of each of the numeric columns found in our dataset.</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="n">dataset</span> <span class="o">=</span> <span class="n">pd</span><span class="p">.</span><span class="n">describe</span><span class="p">()</span>

</code></pre></div></div>
<p><img src="https://beltus.github.io/vision/assets/images/describe.png" alt="" /></p>

<ul>
  <li><strong>count</strong> row can be especially useful as it gives a clue of any missing values in your data that could negatively affect the performance of your machine learning model.</li>
</ul>

<h2 id="removing-irrelevant-columns">Removing Irrelevant Columns</h2>
<p>In building a machine learning model, some features or columns might have zero contribution to the performance of the prediction. You can eliminate any unwanted column by using the snippet below. <em>Axis</em> specifies that it is column.</p>

<p>I dropped the <strong>Lat</strong> and <strong>Long</strong> columns in the COVID-19 dataset</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="n">clean_dataset</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">.</span><span class="n">drop</span><span class="p">([</span><span class="s">'Lat'</span> <span class="p">,</span> <span class="s">'Long'</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">clean_dataset</span><span class="p">.</span><span class="n">head</span><span class="p">()</span>
</code></pre></div></div>
<p><img src="https://beltus.github.io/vision/assets/images/lat.png" alt="" /></p>

<p>Note: It is good practice to assign the modified dataset to a new variable.</p>

<h2 id="number-of-unique-samples-in-dataset">Number of Unique Samples in Dataset</h2>

<p>This next code snippet is often very useful in machine learning especially when we are dealing with classification problems. It helps you to know the number of samples that belong to a particular category. An example is shown below</p>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="n">dataset</span><span class="p">.</span><span class="n">groupby</span><span class="p">(</span><span class="s">'column_name'</span><span class="p">).</span><span class="n">size</span><span class="p">()</span>

</code></pre></div></div>

<p><a href="https://beltus.github.io/vision/assets/images/unique.png"></a></p>

<h2 id="renaming-weird-column-names">Renaming Weird Column Names</h2>
<p>Datasets can be messy at times with wierd column names given by the creators of the datasets. You don’t have to stick with these. If you dont like it, just change it like so.</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="c1">#list of column names
</span><span class="n">new_col_names</span> <span class="o">=</span> <span class="p">[</span><span class="s">'ID'</span> <span class="p">,</span> <span class="s">'Region'</span> <span class="p">,</span> <span class="s">'Country'</span> <span class="p">,</span> <span class="s">'Latitude'</span><span class="p">,</span> <span class="s">'Longitude'</span> <span class="p">,</span> <span class="s">'Dates'</span> <span class="p">,</span> <span class="s">'Confirmed_Cases'</span> <span class="p">,</span> <span class="s">'Fatal'</span><span class="p">]</span>

<span class="c1"># assign the names to your dataset
</span><span class="n">dataset</span><span class="p">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">new_col_names</span>

</code></pre></div></div>

<p><img src="https://beltus.github.io/vision/assets/images/new_columns.png" alt="" /></p>

<p>Sometimes, you just need to change that specific column name that sounds like gibberish to your ears. Just do this.</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="n">dataset</span><span class="p">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="s">'old_col_name'</span><span class="p">:</span> <span class="s">'new_col_name'</span><span class="p">},</span> <span class="n">inplace</span> <span class="o">=</span> <span class="bp">True</span><span class="p">)</span>

</code></pre></div></div>

<h2 id="histogram-plot">Histogram Plot.</h2>
<p>Lets spice things up a little, with visualizations.The first and most commonly use visualization tool is the <a href="https://www.wikiwand.com/en/Histogram">histogram</a>. We can optional pass bin size as the only argument. That’s it.</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="n">dataset</span><span class="p">[</span><span class="s">"column_name"</span><span class="p">].</span><span class="n">plot</span><span class="p">.</span><span class="n">hist</span><span class="p">()</span>

</code></pre></div></div>

<p><img src="https://beltus.github.io/vision/assets/images/hist.png" alt="" /></p>

<p>For demonstration purposes, I am also using the Iris dataset to show interesting plots. The link is included at the end of the article.</p>

<p>If you are curious and interested in visualizing the histogram plots of all your features, you can generate generate multiple plots as indicated below. <em>Subplot</em> creates a histogram plot for each column and <em>layout</em> specifies the number of plot per row and column.</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="n">dataset</span><span class="p">.</span><span class="n">plot</span><span class="p">.</span><span class="n">hist</span><span class="p">(</span><span class="n">subplots</span> <span class="o">=</span> <span class="bp">True</span><span class="p">,</span> <span class="n">layout</span> <span class="o">=</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span> <span class="p">,</span> <span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span> <span class="p">,</span> <span class="n">bins</span> <span class="o">=</span> <span class="mi">20</span><span class="p">)</span>

</code></pre></div></div>
<p><img src="https://beltus.github.io/vision/assets/images/multiplot.png" alt="" /></p>

<h2 id="bar-plot">Bar Plot</h2>
<p>This is an interesting visualization tool. However, in order to plot a bar chart using the <strong>plot.bar()</strong> method, we need to first count the occurrences using the <code class="language-plaintext highlighter-rouge">value_count()</code> method and then sort the occurrences from smallest to largest using the <code class="language-plaintext highlighter-rouge">sort_index()</code> method.</p>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="c1">#vertical barchart
</span><span class="n">dataset</span><span class="p">[</span><span class="s">'Iris-setosa'</span><span class="p">].</span><span class="n">value_counts</span><span class="p">().</span><span class="n">sort_index</span><span class="p">().</span><span class="n">plot</span><span class="p">.</span><span class="n">bar</span><span class="p">()</span>

<span class="c1">#horizontal bar chart
</span><span class="n">dataset</span><span class="p">[</span><span class="s">'Iris-setosa'</span><span class="p">].</span><span class="n">value_counts</span><span class="p">().</span><span class="n">sort_index</span><span class="p">().</span><span class="n">plot</span><span class="p">.</span><span class="n">barh</span><span class="p">()</span>
</code></pre></div></div>
<p><img src="https://beltus.github.io/vision/assets/images/barh.png" alt="" /></p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="n">dataset</span><span class="p">.</span><span class="n">groupby</span><span class="p">(</span><span class="s">'country'</span><span class="p">).</span><span class="n">ConfirmedCases</span><span class="p">.</span><span class="n">mean</span><span class="p">().</span><span class="n">sorted_value</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="bp">False</span><span class="p">)[:</span><span class="mi">5</span><span class="p">].</span><span class="n">plot</span><span class="p">.</span><span class="n">bar</span><span class="p">()</span>
</code></pre></div></div>
<p>Here is a great example of the bar plot in the COVID-19 dataset. First group data by country, then calculate the mean of confirmed cases and sort in ascending other. Finally, plot a bar chart of the 10 countries with the most number of confirmed cases.</p>

<p><img src="https://beltus.github.io/vision/assets/images/bar.png" alt="" /></p>

<h2 id="scatter-plot">Scatter plot</h2>
<p>Last but far from least is the scatter plot. Generally used to show the relationship between 2 columns or feature in your dataset. Note that only numeric columns can be plotted.</p>

<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code>
<span class="c1">## Scatter Plot
</span><span class="n">dataset</span><span class="p">.</span><span class="n">plot</span><span class="p">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s">'petal width'</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">'petal length'</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s">'Iris Dataset'</span><span class="p">)</span>

</code></pre></div></div>
<p><img src="https://beltus.github.io/vision/assets/images/scatter.png" alt="" /></p>

<h2 id="other-plots">Other Plots</h2>

<p>There exist other interesting plots which I decided not to cover these on this post. However, I will mention these here with appropriate links for easy exploration.</p>

<ul>
  <li>
    <p><strong><a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.line.html">Line Chart</a></strong></p>
  </li>
  <li>
    <p><strong><a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.boxplot.html">Box plots</a></strong></p>
  </li>
  <li>
    <p><strong><a href="https://seaborn.pydata.org/generated/seaborn.heatmap.html">Heatmap</a></strong></p>
  </li>
  <li>
    <p><strong><a href="https://seaborn.pydata.org/generated/seaborn.pairplot.html">Pairplot</a></strong></p>
  </li>
</ul>

<h2 id="bonus-tip">Bonus Tip</h2>

<p>I came across this article published by towards data science written by <a href="https://towardsdatascience.com/@brendahalih?source=post_page-----b71437ab26f----------------------"><strong>Brenda Hali</strong></a> titled <a href="https://towardsdatascience.com/my-pandas-cheat-sheet-b71437ab26f"><strong>My Pandas Cheat Sheet</strong></a> and I found it very helpful. I think it contains very useful and handy pandas functions you will frequently find yourself in need of.</p>

<h2 id="the-takeaway">The Takeaway</h2>

<p>No matter the dataset you came across on the internet, these simple data exploratory techniques should be the very first idea that runs to your mind. It will permit you to have a clue of what you are dealing with.</p>

<p>Understanding the contents, and relationships of a dataset will help you to decide if it is going to be useful for the project you are working on or its a total waste of time.</p>

<p>When you implement these pandas techniques outline on this post, the battle is already half when it has not started yet. Trust me, It will save you a lot of time and headaches.</p>

<p>Thanks for reading and hopefully it was helpful. If you have other interesting functions you think I and others should know about please, do not hesitate to leave a comment. Let’s learn and grow together.</p>

<p>If you loved this post, feel free to read some amazing post on my <a href="https://beltus.github.io/vision/"><strong>blog</strong></a></p>

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<h2 id="references">References</h2>

<p>Link to <a href="https://github.com/Beltus/Datascience">GitHub jupyter notebook</a> with complete code.</p>

<p>link to <a href="https://www.kaggle.com/imdevskp/corona-virus-report">Kaggle COVID-19 Dataset</a></p>

<p>Link to <a href="https://archive.ics.uci.edu/ml/datasets/Iris">Iris Dataset</a></p>

<p><a href="https://realpython.com/pandas-python-explore-dataset/">https://realpython.com/pandas-python-explore-dataset/</a><br />
<a href="https://towardsdatascience.com/exploring-the-data-using-python-47c4bc7b8fa2">https://towardsdatascience.com/exploring-the-data-using-python-47c4bc7b8fa2</a><br />
<a href="https://towardsdatascience.com/a-gentle-introduction-to-exploratory-data-analysis-f11d843b8184">https://towardsdatascience.com/a-gentle-introduction-to-exploratory-data-analysis-f11d843b8184</a><br />
<a href="https://towardsdatascience.com/introduction-to-data-visualization-in-python-89a54c97fbed">https://towardsdatascience.com/introduction-to-data-visualization-in-python-89a54c97fbed</a></p>]]></content><author><name>Beltus Nkwawir</name></author><category term="Blog" /><summary type="html"><![CDATA[Lets explore the COVID-19 dataset and others with interestingly simple yet powerful techniques.]]></summary></entry></feed>