{"id":897,"date":"2022-09-11T15:15:02","date_gmt":"2022-09-11T15:15:02","guid":{"rendered":"https:\/\/galaxyinferno.com\/?p=897"},"modified":"2022-10-02T14:11:43","modified_gmt":"2022-10-02T14:11:43","slug":"machine-learning-study-goals-september-2022","status":"publish","type":"post","link":"https:\/\/galaxyinferno.com\/machine-learning-study-goals-september-2022\/","title":{"rendered":"Machine Learning Study Goals &#8211; September 2022"},"content":{"rendered":"\n<p>By now, this is turning into a monthly tradition on this blog: I\u2019m sharing my goals for improving at Machine Learning with you and at the end of the month I update you on how I did to keep myself accountable. <\/p>\n\n\n\n<p>This one looks quite ambitious, but I have some free brain capacity due to time off from work &#8211; at least that\u2019s the idea\u2026 Let\u2019s get into my lofty goals: <\/p>\n\n\n<h2 class=\"simpletoc-title\">Table of Contents<\/h2>\n<ul class=\"simpletoc-list\">\n<li><a href=\"#goal-1-septembers-playground-kaggle-challenge-time-series-prediction-o\">Goal 1: September\u2019s Playground Kaggle Challenge (Time series prediction :o)<\/a>\n\n<\/li>\n<li><a href=\"#goal-2-first-steps-towards-transformers\">Goal 2: First steps towards Transformers<\/a>\n\n<\/li>\n<li><a href=\"#goal-3-attention-is-all-you-need-paper\">Goal 3: &#8220;Attention Is All You Need&#8221; Paper<\/a>\n\n<\/li>\n<li><a href=\"#goal-4-read-storytelling-with-data-chapter-2\">Goal 4: Read Storytelling with Data Chapter 2<\/a>\n\n<\/li>\n<li><a href=\"#goal-5-read-handson-machine-learning-chapter-2\">Goal 5: Read Hands-On Machine Learning Chapter 2<\/a>\n\n<\/li>\n<li><a href=\"#update-medium-success-due-to-vacation-and-sickness\">Update: Medium success due to vacation and sickness :\/<\/a>\n\n<\/li>\n<li><a href=\"#what-i-learned-about-my-goals-time-series-modelling-is-challenging\">What I learned about my goals: Time series modelling is challenging<\/a>\n<\/li><\/ul>\n\n<h2 class=\"wp-block-heading\" id=\"goal-1-septembers-playground-kaggle-challenge-time-series-prediction-o\">Goal 1: September\u2019s Playground Kaggle Challenge (Time series prediction :o) <\/h2>\n\n\n<p>If you\u2019ve read my previous two goal posts (<a href=\"https:\/\/galaxyinferno.com\/machine-learning-study-plan-for-july-2022\/\">July <\/a>&amp; <a href=\"https:\/\/galaxyinferno.com\/machine-learning-study-goals-august-2022\/\">August<\/a>), this will not be much of a surprise. I enjoy doing these simulated challenges a lot. <\/p>\n\n\n\n<p>As always my \u201cdeliverables\u201d will be <\/p>\n\n\n\n<ul><li>submit two different predictions myself no matter how bad <\/li><li>read the code submission of two other Kagglers and learn something from them<\/li><\/ul>\n\n\n\n<p><a href=\"https:\/\/www.kaggle.com\/competitions\/tabular-playground-series-sep-2022\/overview\">This month\u2019s challenge<\/a> is a time series prediction, which is a bit of weak spot for me, so I\u2019m happy (and nervous) to try my hand at this and improve. <\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"goal-2-first-steps-towards-transformers\">Goal 2: First steps towards Transformers<\/h2>\n\n\n<p>Since I need to use some model for the time series challenge above, I might as well use neural networks for this (secret passion of mine) and try my hand at a transformer architecture for the first time. <\/p>\n\n\n\n<p>Transformers are everywhere lately &#8211; mainly in image creation tasks, like <a href=\"https:\/\/en.wikipedia.org\/wiki\/DALL-E\" target=\"_blank\" rel=\"noreferrer noopener\">DALL-E<\/a>, which generates an image purely from a textual prompt &#8211; and honestly, I feel kind of left out because I never worked with NLP or transformers. <\/p>\n\n\n\n<p>I found a <a href=\"https:\/\/towardsdatascience.com\/how-to-make-a-pytorch-transformer-for-time-series-forecasting-69e073d4061e\">tutorial<\/a> for transformers for time series prediction, so the goal is to make this code work for the Kaggle challenge &#8211; wish me luck please. <\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"goal-3-attention-is-all-you-need-paper\">Goal 3: &#8220;Attention Is All You Need&#8221; Paper<\/h2>\n\n\n<p>Building on top of goal nr. 2, I want to read the <a href=\"https:\/\/arxiv.org\/abs\/1706.03762?context=cs\">\u201cAttention is all you need\u201d research paper<\/a> that introduced the transformer architecture back in 2017. <\/p>\n\n\n\n<p>I will probably not understand half of it, but I\u2019ll share my insights regardless. <\/p>\n\n\n\n<p>I feel like this was the first &#8220;Big Bang&#8221; of transformers and I&#8217;m interested in seeing where it all began. I also hope that the complexity won&#8217;t be as advanced in this first paper compared to looking at recent research and architectures in the area. <\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"goal-4-read-storytelling-with-data-chapter-2\">Goal 4: Read Storytelling with Data Chapter 2<\/h2>\n\n\n<p>Since I have 3 weeks off in September and am away from my computer, I want to do some reading of books I started ages ago and never finished. First up is \u201cStorytelling with Data\u201d which focuses all on presenting the insights we generate as data scientists in a way that is ideal for the respective audience. <\/p>\n\n\n\n<p>I shared my thoughts of the first chapter here: <a href=\"https:\/\/galaxyinferno.com\/how-to-present-data-in-context-chapter-1-summary-storytelling-with-data\/\">How to present data in context \u2013 Chapter 1 Summary Storytelling with Data<\/a> <\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"goal-5-read-handson-machine-learning-chapter-2\">Goal 5: Read Hands-On Machine Learning Chapter 2<\/h2>\n\n\n<p>More reading. <a href=\"https:\/\/www.oreilly.com\/library\/view\/hands-on-machine-learning\/9781492032632\/\">This book<\/a> is a great beginner book, but it does include some nice tricks with sci-kit learn that I never used in university because we implemented a lot from scratch. <\/p>\n\n\n\n<p>So this will be easy reading for me probably, but will be useful long term. <\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"update-medium-success-due-to-vacation-and-sickness\">Update: Medium success due to vacation and sickness :\/<\/h2>\n\n\n<p>Not only was I out of the country for the planned two weeks, I also added a week of complete bedrest after getting sick on arrival back at home. I am literally still coughing today on October 1st. So that changed some things&#8230; <\/p>\n\n\n\n<p><strong>Goal 1 &#8211; Time Series:<\/strong> <strong>Fail <\/strong>I barely opened the Kaggle challenge data before leaving, so that was a definite fail in regards to goal reaching. <\/p>\n\n\n\n<p><strong>Goal 2 &#8211; Transformer:<\/strong> <strong>Fail <\/strong>I did implement one following a tutorial, but I didn&#8217;t get to the training stage and frankly I think it was too ambitious to set this goal. Time series and transformers are both challenging with their classical approaches, combining them makes it even more complicated to find answers to noob-questions. <\/p>\n\n\n\n<p><strong>Goal 3 &#8211; Attention is All You Need:<\/strong> <strong>Success<\/strong>! I did read the paper on vacation. As suspected I only understood about 20%, but I found it interesting nonetheless. I haven&#8217;t shared my (limited) insights yet, but I might do that soon &#8211; it will be interesting to look back on in the future. <\/p>\n\n\n\n<p><strong>Goal 4 &#8211; Storytelling with Data Chapter 2:<\/strong> <strong>Success!<\/strong> I did read that chapter, even though it wasn&#8217;t the most captivating. Glad I made progress in the book though. <\/p>\n\n\n\n<p><strong>Goal 5 &#8211; Hands-on Machine Learning Chapter 2:<\/strong> <strong>Success!<\/strong> I did read that chapter and though a lot was knowledge I already had, I did learn a handful of new things to consider when preprocessing data for a machine learning model. <\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"what-i-learned-about-my-goals-time-series-modelling-is-challenging\">What I learned about my goals: Time series modelling is challenging<\/h2>\n\n\n<p>I&#8217;m not mad at myself, much of this month was a gamble and getting sick simply happens. I got to relax plenty on my vacation, collect many sunrays and reset my mindset by getting some distance. <\/p>\n\n\n\n<p>It&#8217;s nice that I set these monthly goals, because it gives me a natural reset-point now to leave the old month behind with its unfinished goals and reconsider if I want to take anything from it to the next month. In the case of the <strong>Transformers, I will likely leave them behind for now<\/strong> and get familiar with time series and maybe NLP as a whole before diving into a new architecture in detail. <\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>By now, this is turning into a monthly tradition on this blog: I\u2019m sharing my goals for improving at Machine Learning with you and at the end of the month I update you on how I did to keep myself accountable. This one looks quite ambitious, but I have some free brain capacity due to&hellip; <a class=\"more-link\" href=\"https:\/\/galaxyinferno.com\/machine-learning-study-goals-september-2022\/\">Continue reading <span class=\"screen-reader-text\">Machine Learning Study Goals &#8211; September 2022<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":900,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":"","_jetpack_memberships_contains_paid_content":false},"categories":[3],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Machine Learning Study Goals - September 2022 - Galaxy Inferno<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/galaxyinferno.com\/machine-learning-study-goals-september-2022\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning Study Goals - September 2022 - Galaxy Inferno\" \/>\n<meta property=\"og:description\" content=\"By now, this is turning into a monthly tradition on this blog: I\u2019m sharing my goals for improving at Machine Learning with you and at the end of the month I update you on how I did to keep myself accountable. 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This one looks quite ambitious, but I have some free brain capacity due to&hellip; Continue reading Machine Learning Study Goals &#8211; September 2022","og_url":"https:\/\/galaxyinferno.com\/machine-learning-study-goals-september-2022\/","og_site_name":"Galaxy Inferno","article_published_time":"2022-09-11T15:15:02+00:00","article_modified_time":"2022-10-02T14:11:43+00:00","og_image":[{"width":1280,"height":720,"url":"https:\/\/galaxyinferno.com\/wp-content\/uploads\/2022\/09\/b3a7fa14-35e5-4b5d-8b1d-4527900b4ea9.png","type":"image\/png"}],"author":"GalaxyInferno","twitter_card":"summary_large_image","twitter_creator":"@https:\/\/twitter.com\/InfernoCodes","twitter_site":"@InfernoCodes","twitter_misc":{"Written by":"GalaxyInferno","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/galaxyinferno.com\/machine-learning-study-goals-september-2022\/#article","isPartOf":{"@id":"https:\/\/galaxyinferno.com\/machine-learning-study-goals-september-2022\/"},"author":{"name":"GalaxyInferno","@id":"https:\/\/galaxyinferno.com\/#\/schema\/person\/72827f27d1702f57e1616d1ac4773a52"},"headline":"Machine Learning Study Goals &#8211; 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