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class="bh l"><article class=""><div class="la l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://gustavochavezcs.medium.com/is-artificial-intelligence-becoming-a-new-type-of-commodity-baa3fd9480f9" tabindex="0"><div class="bh lb lc ld le"><div class="ab"></div><div class="ab"><div class="l cl gb"><div class="lf lg lh li lj lk ll lm ln lo"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/is-artificial-intelligence-becoming-a-new-type-of-commodity-baa3fd9480f9?source=user_profile_page---------0-------------d5c3ddbb2482---------------"><h2 class="bf lp lq lr ls iu lt lu lv lw iz lx jb jc ly lz jf ma mb mc md me mf mg mh mi mj jq jr js jt ju bk">Is Artificial Intelligence Becoming a Commodity?</h2><div class="mk"><h3 class="bf b ge z jq ml jr js mm jt ju ds">In a recent podcast, NVIDIA CEO Jensen Huang made a really interesting “big observation” along the lines of artificial intelligence…</h3></div></a></div><div class="h k"><div class="mn mo mp mq mr ms mt mu mv mw l"><span class="bf b dt z ds"><div class="ip ab mx ae"><div class="ab q nc"><div class="la ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Nov 9</span><div class="h k j i d"><div class="dq my mz ab q"><div class="fm na nb ab q nc"><div class="ax mz nd l fo"></div></div><a class="fm kr nb ab q nc" 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i d"><img alt="Is Artificial Intelligence Becoming a Commodity?" class="bx no" src="https://miro.medium.com/v2/resize:fill:160:106/1*SI8ct-Dpatlk9atmYv8qGQ.png" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="Is Artificial Intelligence Becoming a Commodity?" class="bx no" src="https://miro.medium.com/v2/resize:fill:320:214/1*SI8ct-Dpatlk9atmYv8qGQ.png" width="160" height="107" loading="lazy"/></div></div></div></div><div class="np j i d"><span class="bf b dt z ds"><div class="ip ab mx ae"><div class="ab q nc"><div class="la ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 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loading="lazy"/><div class="no l od oe fm n fl fn"></div></div></a></div></div></div><div class="of l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar og ab q" href="https://medium.com/workfromhome?source=user_profile_page---------1-------------d5c3ddbb2482---------------" rel="noopener follow"><p class="bf b dt z jq oh jr js oi jt oj ju bk">🏡 wfh</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="lf lg lh li lj lk ll lm ln lo"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/how-i-use-chatgpt-to-overcome-remote-work-challenges-a048560c42e4?source=user_profile_page---------1-------------d5c3ddbb2482---------------"><h2 class="bf lp lq lr ls iu lt lu lv lw iz lx jb jc ly lz jf ma mb mc md me mf mg mh mi mj jq jr js jt ju bk">How I Use ChatGPT to Overcome Remote Work Challenges</h2><div class="mk"><h3 class="bf b ge z jq ml jr js mm jt ju ds">Science and problem-solving are traditionally team sports. You chat with colleagues, exchange data, and trade helpful hints — all in the…</h3></div></a></div><div class="h k"><div class="mn mo mp mq mr ms mt mu mv mw l"><span class="bf b dt z ds"><div class="ip ab mx ae"><div class="ab q nc"><div class="la ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Apr 17</span><div class="h k j i d"><div class="dq my mz ab q"><div class="fm na nb ab q nc"><div class="ax mz nd l fo"></div></div><a class="fm kr nb ab q nc" tabindex="-1" rel="noopener follow" href="/how-i-use-chatgpt-to-overcome-remote-work-challenges-a048560c42e4?source=user_profile_page---------1-------------d5c3ddbb2482---------------"></a></div></div></div><div class="ab q nf ng"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fa048560c42e4&amp;operation=register&amp;redirect=https%3A%2F%2Fmedium.com%2Fworkfromhome%2Fhow-i-use-chatgpt-to-overcome-remote-work-challenges-a048560c42e4&amp;source=---------1-------------d5c3ddbb2482----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nh ni" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 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href="/how-i-use-chatgpt-to-overcome-remote-work-challenges-a048560c42e4?source=user_profile_page---------1-------------d5c3ddbb2482---------------"></a></div></div></div><div class="ab q nf ng"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fa048560c42e4&amp;operation=register&amp;redirect=https%3A%2F%2Fmedium.com%2Fworkfromhome%2Fhow-i-use-chatgpt-to-overcome-remote-work-challenges-a048560c42e4&amp;source=---------1-------------d5c3ddbb2482----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nh ni" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nq bh r nr ns nt nu nv"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="hd bh he hf hg hh"><div class="nw bh l"><article class=""><div class="la l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://gustavochavezcs.medium.com/the-main-issue-with-identifying-financial-fraud-using-machine-learning-and-how-to-address-it-3b1bf8fa1e0c" tabindex="0"><div class="bh lb lc ld le"><div class="ab"><div class="nx ny nz oa ob ab q"><div class="oc l"><div><div class="l" aria-hidden="false"><a href="https://towardsdatascience.com/?source=user_profile_page---------2-------------d5c3ddbb2482---------------" rel="noopener follow"><div class="dq ab"><img alt="Towards Data Science" class="no oe od fo" src="https://miro.medium.com/v2/resize:fill:40:40/1*CJe3891yB1A1mzMdqemkdg.jpeg" width="20" height="20" loading="lazy"/><div class="no l od oe fm n fl fn"></div></div></a></div></div></div><div class="of l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar og ab q" href="https://towardsdatascience.com/?source=user_profile_page---------2-------------d5c3ddbb2482---------------" rel="noopener follow"><p class="bf b dt z jq oh jr js oi jt oj ju bk">Towards Data Science</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="lf lg lh li lj lk ll lm ln lo"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/the-main-issue-with-identifying-financial-fraud-using-machine-learning-and-how-to-address-it-3b1bf8fa1e0c?source=user_profile_page---------2-------------d5c3ddbb2482---------------"><h2 class="bf lp lq lr ls iu lt lu lv lw iz lx jb jc ly lz jf ma mb mc md me mf mg mh mi mj jq jr js jt ju bk">The main issue with identifying Financial Fraud using Machine Learning (and how to address it)</h2><div class="mk"><h3 class="bf b ge z jq ml jr js mm jt ju ds">Strategies for dealing with imbalanced data</h3></div></a></div><div class="h k"><div class="mn mo mp mq mr ms mt mu mv mw l"><span class="bf b dt z ds"><div class="ip ab mx ae"><div class="ab q nc"><div class="la ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Mar 6, 2019</span><div class="h k j i d"><div class="dq my mz ab q"><div class="fm na nb ab q nc"><div class="ax mz nd l fo"></div></div><a class="fm kr nb ab q nc" tabindex="-1" rel="noopener follow" href="/the-main-issue-with-identifying-financial-fraud-using-machine-learning-and-how-to-address-it-3b1bf8fa1e0c?source=user_profile_page---------2-------------d5c3ddbb2482---------------"></a></div></div></div><div class="ab q nf ng"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" 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Financial Fraud using Machine Learning (and how to address it)"><div class="j i d"><img alt="The main issue with identifying Financial Fraud using Machine Learning (and how to address it)" class="bx no" src="https://miro.medium.com/v2/da:true/resize:fill:160:106/1*2i4TQgLY0OML-QkneXPZ6A.gif" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="The main issue with identifying Financial Fraud using Machine Learning (and how to address it)" class="bx no" src="https://miro.medium.com/v2/da:true/resize:fill:320:214/1*2i4TQgLY0OML-QkneXPZ6A.gif" width="160" height="107" loading="lazy"/></div></div></div></div><div class="np j i d"><span class="bf b dt z ds"><div class="ip ab mx ae"><div class="ab q nc"><div class="la ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path 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href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F3b1bf8fa1e0c&amp;operation=register&amp;redirect=https%3A%2F%2Ftowardsdatascience.com%2Fthe-main-issue-with-identifying-financial-fraud-using-machine-learning-and-how-to-address-it-3b1bf8fa1e0c&amp;source=---------2-------------d5c3ddbb2482----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nh ni" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nq bh r nr ns nt nu nv"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="hd bh he hf hg hh"><div class="nw bh l"><article class=""><div class="la l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://gustavochavezcs.medium.com/implementing-a-naive-bayes-classifier-for-text-categorization-in-five-steps-f9192cdd54c3" tabindex="0"><div class="bh lb lc ld le"><div class="ab"><div class="nx ny nz oa ob ab q"><div class="oc l"><div><div class="l" aria-hidden="false"><a href="https://towardsdatascience.com/?source=user_profile_page---------3-------------d5c3ddbb2482---------------" rel="noopener follow"><div class="dq ab"><img alt="Towards Data Science" class="no oe od fo" src="https://miro.medium.com/v2/resize:fill:40:40/1*CJe3891yB1A1mzMdqemkdg.jpeg" width="20" height="20" loading="lazy"/><div class="no l od oe fm n fl fn"></div></div></a></div></div></div><div class="of l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar og ab q" href="https://towardsdatascience.com/?source=user_profile_page---------3-------------d5c3ddbb2482---------------" rel="noopener follow"><p class="bf b dt z jq oh jr js oi jt oj ju bk">Towards Data Science</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="lf lg lh li lj lk ll lm ln lo"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/implementing-a-naive-bayes-classifier-for-text-categorization-in-five-steps-f9192cdd54c3?source=user_profile_page---------3-------------d5c3ddbb2482---------------"><h2 class="bf lp lq lr ls iu lt lu lv lw iz lx jb jc ly lz jf ma mb mc md me mf mg mh mi mj jq jr js jt ju bk">Implementing a Naive Bayes classifier for text categorization in Five Steps</h2><div class="mk"><h3 class="bf b ge z jq ml jr js mm jt ju ds">The Naive Bayes classifier guide I wish I had before</h3></div></a></div><div class="h k"><div class="mn mo mp mq mr ms mt mu mv mw l"><span class="bf b dt z ds"><div class="ip ab mx ae"><div class="ab q nc"><div class="la ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Feb 28, 2019</span><div class="h k j i d"><div class="dq my mz ab q"><div class="fm na nb ab q nc"><div class="ax mz nd l fo"></div></div><a class="fm kr nb 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0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nq bh r nr ns nt nu nv"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="hd bh he hf hg hh"><div class="nw bh l"><article class=""><div class="la l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://gustavochavezcs.medium.com/understanding-logistic-regression-step-by-step-704a78be7e0a" tabindex="0"><div class="bh lb lc ld le"><div class="ab"><div class="nx ny nz oa ob ab q"><div class="oc l"><div><div class="l" aria-hidden="false"><a href="https://towardsdatascience.com/?source=user_profile_page---------4-------------d5c3ddbb2482---------------" rel="noopener follow"><div class="dq ab"><img alt="Towards Data 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ma mb mc md me mf mg mh mi mj jq jr js jt ju bk">Understanding Logistic Regression step by step</h2><div class="mk"><h3 class="bf b ge z jq ml jr js mm jt ju ds">Training a logistic regression classifier to predict people’s gender based on their weight and height.</h3></div></a></div><div class="h k"><div class="mn mo mp mq mr ms mt mu mv mw l"><span class="bf b dt z ds"><div class="ip ab mx ae"><div class="ab q nc"><div class="la ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 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