{"id":38061,"date":"2021-01-13T10:00:16","date_gmt":"2021-01-13T15:00:16","guid":{"rendered":"https:\/\/simpleprogrammer.com\/?p=38061"},"modified":"2021-01-13T07:12:09","modified_gmt":"2021-01-13T12:12:09","slug":"minimum-guide-deep-learning","status":"publish","type":"post","link":"https:\/\/simpleprogrammer.com\/minimum-guide-deep-learning\/","title":{"rendered":"Deep Learning: The Absolute Minimum an Interested Developer Should Know"},"content":{"rendered":"<div class=\"cl-preview-section\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-38064\" src=\"https:\/\/simpleprogrammer.com\/wp-content\/uploads\/2021\/01\/deep-learning-square.png\" alt=\"minimum deep learning\" width=\"280\" height=\"280\" \/>If you are a developer and have been reading articles and posts on deep learning, you must be intrigued by how the industry is progressing.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>For those of you who haven\u2019t heard, deep learning is a <a href=\"https:\/\/simpleprogrammer.com\/machine-learning-modern-web-developer\/\">machine learning<\/a> (ML) technique that teaches systems to perform tasks that come naturally to humans. It is the key technology behind the voice control options in hands-free speakers, TVs, tablets, and smartphones, and it is key to developing driverless cars.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>For a developer looking to switch fields or niche, deep learning brings in a lot of opportunities. However, how to get started is still a big question if you want to make a mark in the industry.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>In this post, you will learn about the rapid growth of deep learning, why the traditional approach to teaching deep learning will not work for you, and how you can really get started as an interested developer<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<h1 id=\"how-has-deep-learning-attained-impressive-results-in-such-a-short-time-span\">How has Deep Learning Attained Impressive Results in Such a Short Time Span?<\/h1>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>The shortest answer to this question is \u2018accuracy.\u2019\u00a0<a href=\"https:\/\/builtin.com\/artificial-intelligence\/deep-learning-applications\">Deep learning<\/a>\u00a0executes recognition accuracy at higher levels, helping consumer electronics meet user expectations. Accuracy is essential for safety-critical use cases like driverless automobiles.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>With constant technological advancements, deep learning has improved to the point that it is outperforming humans in tasks like categorizing objects in images.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>This is what makes it a hot topic among developers. However, its application is quite difficult because it doesn\u2019t include your standard coding. It includes data as well. So, you will be circling between large amounts of labeled data and substantial computing power.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>Deep learning applications are changing the course of how we perform certain tasks\u2014from automated driving to medical devices, aerospace and research, and more.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<h1 id=\"traditional-answer-to-how-to-get-started-in-deep-learning\">Traditional Answer to \u201cHow to Get Started in Deep Learning?\u201d<\/h1>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>Most developers looking to explore the deep learning niche leave it halfway because it starts with definition and transits to concepts of algorithms and mathematical descriptions, which only increase complexity.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>While mathematical descriptions, concepts of algorithms, and definitions are concise, clear, and often straightforward, they are dull, dry, and require a prerequisite mathematical background to parse and interpret.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>This is the primary reason why you only get to study machine learning and its stages as a graduate-level subject in colleges and universities. It is because the topic only requires you to have the basic principles cleared. With that said, to start a career in deep learning as a developer, it is advisable that you have a good understanding of:<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<ul>\n<li>Calculus<\/li>\n<li>Multivariate Statistics<\/li>\n<li>Linear Algebra<\/li>\n<li>Probability<\/li>\n<li>Statistics<\/li>\n<\/ul>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>It can get a little worse when you explore exotic algorithms because their approach to deep learning is pervasive.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>YouTube videos and online courses follow the university approach to teaching deep learning. Since it is related to data science, you have a better opportunity to find what you need at platforms like\u00a0<a href=\"https:\/\/sdsclub.com\/\">SDSclub<\/a>. It can help you learn more about coding with deep learning. It is a unique community designed to empower tech enthusiasts.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>Traditional approaches to learning aren\u2019t going to benefit developers because they are rigorous. Suppose you are a developer who has <a href=\"https:\/\/simpleprogrammer.com\/best-programming-languages-2020\/\">picked up languages from here and there<\/a> and is now learning to develop standalone applications.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>You tell your teachers about it, and they advise you that you should complete your degree first in computer science before you can become a programmer. You start college and are exposed to discrete mathematics, calculus, and esoteric algebra. You realize that you are using antiquated programming languages. And slowly, your passion for developing computer applications wavers.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>Maybe you made it to the other side but realize that you weren\u2019t taught a single thing about modern coding and software development practices, tooling, languages, and other things that you can use to become a developer practicing machine learning.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>So what does this mean? Would a budding developer who wants to\u00a0<a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2016\/08\/deep-learning-path\/\">explore deep learning<\/a>\u00a0be required to go to an extent where they spend a bunch of years and hundreds and thousands of dollars studying higher degrees and math?<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>Well, the answer is\u00a0<strong>no<\/strong>.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<h1 id=\"what-is-the-better-approach\">What is the Better Approach?<\/h1>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>There will be a lot to code. So, the better approach is to understand the changing industry needs and shape yourself accordingly.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>According to\u00a0<a href=\"https:\/\/github.blog\/2019-01-24-the-state-of-the-octoverse-machine-learning\/\">GitHub<\/a>, an online code repository, there are about 10 extremely popular programming languages that are used in machine and deep learning. They include:<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<ul>\n<li>Python<\/li>\n<li>C++<\/li>\n<li>JavaScript<\/li>\n<li>Java<\/li>\n<li>C#<\/li>\n<li>Julia<\/li>\n<li>R<\/li>\n<li>Shell<\/li>\n<li>TypeScript<\/li>\n<li>Scala<\/li>\n<\/ul>\n<\/div>\n<div class=\"cl-preview-section\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-38067\" src=\"https:\/\/simpleprogrammer.com\/wp-content\/uploads\/2021\/01\/programming-learning.png\" alt=\"minimum deep learning\" width=\"280\" height=\"280\" \/>Some of the names included in this list might surprise you, but they are changing the course of how deep learning is implemented in real-life things.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>It is not that you should master all the languages. <a href=\"https:\/\/www.amazon.com\/dp\/1617294438\/makithecompsi-20\">If you know Python<\/a>, you can work on developing your skills in programming Python codes. It would be better if you try your hands at one more language that goes hand-in-hand with Python.<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>Once you know the right programming languages and tooling, you can easily blast a problem with deep learning codes and algorithms. However, you will need to form a systematic process for repeatable results, like:<\/p>\n<\/div>\n<div class=\"cl-preview-section\">\n<ul>\n<li>A process that is constant to the specific tools, fad algorithms, and programming languages. It takes no time for a tool to get outdated, but the <a href=\"https:\/\/www.amazon.com\/dp\/0262035618\/makithecompsi-20\">process you use must be adaptive<\/a>.<\/li>\n<li>Work on developing a process that assures \u2018positive\u2019 results.<\/li>\n<li>The process you choose must be \u2018step-by-step\u2019 so that you and the whole team working with you know what is next. Your team would not want to completely rely on you for codes. And not knowing what the next step is is a project killer.<\/li>\n<li>You need a process that allows you to see it from a problem specification and guide you from end-to-end.<\/li>\n<\/ul>\n<\/div>\n<div class=\"cl-preview-section\">\n<h1 id=\"learn-the-basics-before-you-start\">Learn the Basics Before You Start<\/h1>\n<\/div>\n<div class=\"cl-preview-section\">\n<p>Deep learning is all hype these days.<\/p>\n<p>As a developer, it must be tempting to explore the whole new world of programming and coding where machines are involved.<\/p>\n<p>But, before you start, it is vital that you get your basics cleared, particularly in mathematics, because coding and knowledge of programming languages are not the only things it requires.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Deep learning is all hype these days. Learn some of the basics you&#8217;ll need to know before jumping into the world of DL and programming.<\/p>\n","protected":false},"author":1341,"featured_media":38065,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[2426,1634593,162231746,162228966,415,1017,162228491,1934,264,162229803,162229253],"tags":[],"class_list":["post-38061","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-c","category-c-2","category-deep-learning","category-education-2","category-guest-post","category-java","category-javascript","category-language","category-learning","category-programming","category-technical"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Deep Learning: The Absolute Minimum an Interested Developer Should Know - Simple Programmer<\/title>\n<meta name=\"description\" content=\"Deep learning is all hype these days. 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