{"id":3850,"date":"2020-08-26T16:30:55","date_gmt":"2020-08-26T11:00:55","guid":{"rendered":"https:\/\/www.quytech.com\/blog\/?p=3850"},"modified":"2023-01-03T11:50:17","modified_gmt":"2023-01-03T06:20:17","slug":"top-5-deep-learning-frameworks","status":"publish","type":"post","link":"https:\/\/www.quytech.com\/blog\/top-5-deep-learning-frameworks\/","title":{"rendered":"Top 5 Deep Learning Frameworks For  Developers That Are Most Popular In 2021"},"content":{"rendered":"\n<p>A mobile app with lots of features and attractive <a href=\"https:\/\/www.quytech.com\/services\/mobile-ui-design.php\"><strong>UI\/UX design<\/strong><\/a> has become a thing of the past. With the arrival of disruptive advancements (voice recognition, behavior analysis, and more) and rise in users\u2019 demands, <strong>app\/software development companies<\/strong> are leaving no stone upturned to develop hi-tech mobile and web solutions.<\/p>\n\n\n\n<p>When we talk about the latest technology, terms like <strong>deep learning<\/strong>, machine learning, artificial intelligence, big data, and more come to mind. These technologies have made software and apps to perform various tasks with great accuracy and at a speed that no human can beat. Here, we are talking about one of the promising technology, deep learning.<\/p>\n\n\n\n<p><strong>Deep learning frameworks<\/strong>, when used with artificial intelligence, can amplify the efficiency and productivity of businesses. AI\/ML developers working on deep learning use Python, Java, and C++ language to build applications and software. Besides this, we are listing down the <strong>top five deep learning frameworks<\/strong> that most <a href=\"https:\/\/www.quytech.com\/machine-learning-development-company.php\">AI and ML development<\/a> companies use. Check them out below:<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.quytech.com\/blog\/top-5-deep-learning-frameworks\/#Top_5_Most_Popular_Deep_Learning_Frameworks\" >Top 5 Most Popular Deep Learning Frameworks<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.quytech.com\/blog\/top-5-deep-learning-frameworks\/#TensorFlow\" >TensorFlow<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.quytech.com\/blog\/top-5-deep-learning-frameworks\/#PyTorch\" >PyTorch<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.quytech.com\/blog\/top-5-deep-learning-frameworks\/#Keras\" >Keras<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.quytech.com\/blog\/top-5-deep-learning-frameworks\/#Caffe\" >Caffe<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.quytech.com\/blog\/top-5-deep-learning-frameworks\/#Sonnet\" >Sonnet<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.quytech.com\/blog\/top-5-deep-learning-frameworks\/#Wrapping_Up\" >Wrapping Up<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Top_5_Most_Popular_Deep_Learning_Frameworks\"><\/span><strong>Top 5 Most Popular Deep Learning Frameworks<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\" type=\"1\"><li>TensorFlow <\/li><li>Keras<\/li><li>Caffe<\/li><li>PyTorch<\/li><li>Sonnet<\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"487\" src=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/08\/top-5-most-populer-deep-learning-frameworks-1024x487.jpg\" alt=\"Top 5 Most Popular Deep Learning Frameworks In 2020\" class=\"wp-image-3852\" srcset=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/08\/top-5-most-populer-deep-learning-frameworks-1024x487.jpg 1024w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/08\/top-5-most-populer-deep-learning-frameworks-300x143.jpg 300w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/08\/top-5-most-populer-deep-learning-frameworks-768x365.jpg 768w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/08\/top-5-most-populer-deep-learning-frameworks-830x395.jpg 830w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/08\/top-5-most-populer-deep-learning-frameworks-230x109.jpg 230w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/08\/top-5-most-populer-deep-learning-frameworks-350x167.jpg 350w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/08\/top-5-most-populer-deep-learning-frameworks-480x228.jpg 480w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/08\/top-5-most-populer-deep-learning-frameworks.jpg 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Let\u2019s read about them in detail:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>Take a Moment and download Our free AI Whitepaper &#8211; <a href=\"https:\/\/www.quytech.com\/ai-whitepaper.php?utm_medium=blog&amp;utm_source=AI\">Download here<\/a><\/p><\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"TensorFlow\"><\/span><strong>TensorFlow<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>TensorFlow<\/strong> is undoubtedly the <strong>most popular deep learning framework<\/strong> that is being used by Airbnb, Gmail, Uber, and many other popular firms. To work with TF, using Python is the most suitable client language. The framework considers highly powerful and effective computing clusters. Moreover, it can also run models on Android and iOS platforms.<\/p>\n\n\n\n<p>Those who have worked with TF are aware of this fact that this framework requires a lot of coding. It means you cannot develop a powerful AI model overnight. TensorFlow works with a static computation graph, which means you need to mention the graph first to make calculations, retrain the AI model, or modify the architecture. The framework is a suitable choice for developing cross-platform solutions.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.quytech.com\/ai-whitepaper.php?utm_medium=blog&amp;utm_source=AI\"><img loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"120\" src=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/05\/AI-strategy-whitepaper.jpg\" alt=\"ai whitepaper\" class=\"wp-image-4025\" srcset=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/05\/AI-strategy-whitepaper.jpg 810w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/05\/AI-strategy-whitepaper-300x44.jpg 300w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/05\/AI-strategy-whitepaper-768x114.jpg 768w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/05\/AI-strategy-whitepaper-230x34.jpg 230w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/05\/AI-strategy-whitepaper-350x52.jpg 350w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2020\/05\/AI-strategy-whitepaper-480x71.jpg 480w\" sizes=\"auto, (max-width: 810px) 100vw, 810px\" \/><\/a><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"PyTorch\"><\/span><strong>PyTorch<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>PyTorch<\/strong> is the second name in the list of  <strong>top most popular deep learning frameworks<\/strong>. This was mainly created for Facebook services; however, companies like Twitter and Salesforce are also using it. The library of PyTorch works with a dynamically updated graph. It simply means you can change the architecture without any hassle.<\/p>\n\n\n\n<p>Not just this, <strong>PyTorch<\/strong> also allows the developers to use standard debuggers to ensure flawless creation of the AI\/ML models. Using <strong>PyTorch<\/strong>, developers can easily create and train a neural network as the framework already includes many trained models. This <strong>deep learning framework<\/strong> is mainly preferred for small projects and prototyping.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Keras\"><\/span><strong>Keras<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>Keras<\/strong> is a perfect choice for those who want to deal with an enormous amount of data to create AI and deep learning models. This deep learning framework offers a highly minimalist approach for accessing TensorFlow. You can use this framework as a high-level application programming interface for other libraries. For creating deep learning giant models using this top rated framework, you need to use single-line functions.<\/p>\n\n\n\n<p>The framework is a well-written API that facilitates you to access lower-level frameworks. <strong>Keras<\/strong> is a suitable <strong>deep learning framewor<\/strong>k for understanding and prototyping basic concepts. The framework delivers clear, concise, and readable codes. As compared to TensorFlow, Keras is on a higher level.&nbsp;&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Caffe\"><\/span><strong>Caffe<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>Caffe<\/strong> is one of the <strong>most popular deep learning frameworks<\/strong> that are known for its speed. Interfaces such as Command Line, C, Python, C++, Python, and MATLAB are compatible with this framework. Caffe can process millions of images in one day using a singleNvidia K40 GPU. Suitable for vision recognition, the framework doesn\u2019t support extremely fine network layers as that of TensorFlow. <strong>Caffe<\/strong> is simpler to set up and train.&nbsp;&nbsp;<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>Take a Moment and download Our free AI Whitepaper &#8211; <a href=\"https:\/\/www.quytech.com\/ai-whitepaper.php?utm_medium=blog&amp;utm_source=AI\">Download here<\/a><\/p><\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Sonnet\"><\/span><strong>Sonnet<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>This <strong>deep learning framework<\/strong> is dedicatedly designed to make neural networks with complex architecture. The main purpose of <strong>Sonnet<\/strong> is to develop the basic Python objects associated with a particular part of the neural network.<\/p>\n\n\n\n<p>The developed objects are separately linked to the computational graph of the TensorFlow framework. Sonnet is best for recreating the research defined in its developer\u2019s documentation without any hassle.<\/p>\n\n\n\n<p>Besides the five top frameworks mentioned in this article, some of the other popular deep learning frameworks are Swift, Chainer, MXNet, ONNX, Gluon, and DL4j. To know which among these frameworks will be best for your project, reach out to a trusted AI\/ML development company with your specific app or software development requirements.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Wrapping_Up\"><\/span><strong>Wrapping Up<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>The article talks about the <strong>most efficient deep learning frameworks<\/strong> that the ML and AI development companies are using to build highly advanced software and applications. Most Popular Frameworks such as TensorFlow, Keras, Caffe, PyTorch, and Sonnet help in building deep learning models quickly and efficiently. Moreover, they also relieve the developers from the hassle of looking into the details of an algo. To know more about how to build an app using these frameworks, reach out to an <a href=\"https:\/\/www.quytech.com\/ai-development-company.php\"><strong>AI app development company<\/strong><\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A mobile app with lots of features and attractive UI\/UX design has become a thing of the past. With the arrival of disruptive advancements (voice [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":3853,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3850","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-mobile-app-development"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Top 5 Deep Learning Frameworks For Developers That Are Most Popular In 2021 - Quytech Blog<\/title>\n<meta name=\"description\" content=\"Here are the Top 5 Deep Learning frameworks that are most populer in 2021 to give you a better understanding of which framework can fit perfectly every developers must know!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.quytech.com\/blog\/top-5-deep-learning-frameworks\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top 5 Deep Learning Frameworks For Developers That Are Most Popular In 2021 - 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