Machine learning education

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track-metadata-eventdetail="" > Learn ML </a> </li> </ul> </div> <devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded disabled> </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <div class="wrapper"> <section class="tensorsite-hero tensorsite-hero--shape tensorsite-hero--narrow"> <div class="tensorsite-hero__side tensorsite-hero__side--left"> </div> <div class="tensorsite-hero__side tensorsite-hero__side--right"> </div> <div class="tensorsite-hero__side tensorsite-hero__side--left-lower"> </div> <div class="tensorsite-hero__content"> <div class="tensorsite-content"> <h1 class="tensorsite-content__title" id="master-your-path" data-text=" Master your path " tabindex="-1"> Master your path </h1> <div class="tensorsite-content__description"> <inline-html> <p>To become an expert in machine learning, you first need a strong foundation in <a content-type="nav" href="https://www.tensorflow.org/resources/learn-ml#four-areas" item="four learning areas">four learning areas</a>: coding, math, ML theory, and how to build your own ML project from start to finish.</p> <p>Begin with TensorFlow's <a content-type="nav" href="https://www.tensorflow.org/resources/learn-ml#curriculums" item-id="curated curriculums">curated curriculums</a> to improve these four skills, or choose your own learning path by exploring our <a content-type="nav" href="/resources/learn-ml/tensorflow.org/resources/learn-ml#educational-resources" item-id="resource library">resource library</a> below.</p> </inline-html> </div> </div> </div> <div class="tensorsite-hero__image"> <img alt src="/static/site-assets/images/marketing/resources/edu-hero.svg"> </div> </section> <section class="tensorsite-side-side" id="four-areas"> <div class="tensorsite-side-side__background"> </div> <div class="tensorsite-container"> <div class="tensorsite-side-side-wrapper"> <div class="tensorsite-side-side__main-section"> <div class="tensorsite-content"> <h3 class="tensorsite-content__title" id="the-four-areas-of-machine-learning-education" data-text=" The four areas of machine learning education " tabindex="-1"> The four areas of machine learning education </h3> <div class="tensorsite-content__description"> <inline-html> <p>When beginning your educational path, it's important to first understand how to learn ML. We've broken the learning process into four areas of knowledge, with each area providing a foundational piece of the ML puzzle. To help you on your path, we've identified books, videos, and online courses that will uplevel your abilities, and prepare you to use ML for your projects. Start with our guided curriculums designed to increase your knowledge, or choose your own path by exploring our resource library.</p> </inline-html> </div> </div> </div> <div class="tensorsite-side-side__secondary-section"> <div class="tensorsite-list"> <ul class="tensorsite-list__items tensorsite-list__items--custom-large"> <li class="tensorsite-list__item tensorsite-list__item--custom-large tensorsite-list__item--puzzle-code tensorsite-icon--puzzle-code"> <inline-html><p><strong>Coding skills:</strong> Building ML models involves much more than just knowing ML concepts—it requires coding in order to do the data management, parameter tuning, and parsing results needed to test and optimize your model.</p></inline-html> </li> <li class="tensorsite-list__item tensorsite-list__item--custom-large tensorsite-list__item--puzzle-math tensorsite-icon--puzzle-math"> <inline-html><p><strong>Math and stats:</strong> ML is a math heavy discipline, so if you plan to modify ML models or build new ones from scratch, familiarity with the underlying math concepts is crucial to the process.</p></inline-html> </li> <li class="tensorsite-list__item tensorsite-list__item--custom-large tensorsite-list__item--puzzle-theory tensorsite-icon--puzzle-theory"> <inline-html><p><strong>ML theory:</strong> Knowing the basics of ML theory will give you a foundation to build on, and help you troubleshoot when something goes wrong.</p></inline-html> </li> <li class="tensorsite-list__item tensorsite-list__item--custom-large tensorsite-list__item--puzzle-build tensorsite-icon--puzzle-build"> <inline-html><p><strong>Build your own projects:</strong> Getting hands on experience with ML is the best way to put your knowledge to the test, so don't be afraid to dive in early with a simple <a [[content-type-1]]="" [[item-id-1]]="" href="https://colab.sandbox.google.com/github/tensorflow/docs/blob/master/site/en/tutorials/keras/classification.ipynb" rel="noopener noreferrer" target="_blank">colab</a> or <a [[content-type-2]]="" [[item-id-2]]="" href="/tutorials/keras/classification">tutorial</a> to get some practice.</p></inline-html> </li> </ul> </div> </div> </div> </div> <div class="tensorsite-group__divider"> </div> </section> <section #="" analytics="" anchors="" class="tensorsite-group tensorsite-group--3up" data-section-id="curriculums" for="" id="curriculums"> <div class="tensorsite-side-side__background"> </div> <div class="tensorsite-container"> <div class="tensorsite-group__header"> <div class="tensorsite-content"> <h2 class="tensorsite-content__title" id="tensorflow-curriculums" data-text=" TensorFlow curriculums " tabindex="-1"> TensorFlow curriculums </h2> <div class="tensorsite-content__description"> <inline-html> <p>Start learning with one of our guided curriculums containing recommended courses, books, and videos.</p> </inline-html> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card tensorsite-card--clip"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/card_curriculum_basics.jpg"> </img> </div> <div class="tensorsite-content tensorsite-content--under-image"> <div class="tensorsite-content__clip-bg"> <svg class="tensorsite-content__clip-shape" viewbox="0 0 409 132" xmlns="http://www.w3.org/2000/svg"> <path d="M71.2,3.2,0,44v88H409L92.3,1.8A24.1,24.1,0,0,0,71.2,3.2Z" fill="#fff"> </path> </svg> </div> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin"> For beginners </div> <a class="tensorsite-content__title" href="/resources/learn-ml/basics-of-machine-learning" item-id="Basics of machine learning with TensorFlow"> Basics of machine learning with TensorFlow </a> <div class="tensorsite-content__description"> <inline-html> <p>Learn the basics of ML with this collection of books and online courses. You will be introduced to ML and guided through deep learning using TensorFlow 2.0. Then you will have the opportunity to practice what you learn with beginner tutorials.</p> </inline-html> </div> </div> </div> <div class="tensorsite-card tensorsite-card--clip"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/card_curriculum_theoretical.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <div class="tensorsite-content__clip-bg"> <svg class="tensorsite-content__clip-shape" viewbox="0 0 409 132" xmlns="http://www.w3.org/2000/svg"> <path d="M71.2,3.2,0,44v88H409L92.3,1.8A24.1,24.1,0,0,0,71.2,3.2Z" fill="#fff"> </path> </svg> </div> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin"> For intermediate level & experts </div> <a class="tensorsite-content__title" href="/resources/learn-ml/theoretical-and-advanced-machine-learning" item-id="Theoretical and advanced machine learning with TensorFlow"> Theoretical and advanced machine learning with TensorFlow </a> <div class="tensorsite-content__description"> <inline-html> <p>Once you understand the basics of machine learning, take your abilities to the next level by diving into theoretical understanding of neural networks, deep learning, and improving your knowledge of the underlying math concepts.</p> </inline-html> </div> </div> </div> <div class="tensorsite-card tensorsite-card--clip"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/card_curriculum_js.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <div class="tensorsite-content__clip-bg"> <svg class="tensorsite-content__clip-shape" viewbox="0 0 409 132" xmlns="http://www.w3.org/2000/svg"> <path d="M71.2,3.2,0,44v88H409L92.3,1.8A24.1,24.1,0,0,0,71.2,3.2Z" fill="#fff"> </path> </svg> </div> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin"> For beginners </div> <a class="tensorsite-content__title" href="/resources/learn-ml/basics-of-tensorflow-for-js-development" item-id="TensorFlow for JavaScript development"> TensorFlow for JavaScript development </a> <div class="tensorsite-content__description"> <inline-html> <p>Learn the basics of developing machine learning models in JavaScript, and how to deploy directly in the browser. You will get a high-level introduction on deep learning and on how to get started with TensorFlow.js through hands-on exercises.</p> </inline-html> </div> </div> </div> </div> </div> </section> <section #="" analytics="" anchors="" class="tensorsite-group tensorsite-group--gray" for="" id="educational-resources"> <div class="tensorsite-side-side__background"> </div> <div class="tensorsite-container"> <div class="tensorsite-group__header"> <div class="tensorsite-content"> <h2 class="tensorsite-content__title" id="educational-resources" data-text=" Educational resources " tabindex="-1"> Educational resources </h2> <div class="tensorsite-content__description"> <inline-html> <p>Choose your own learning path, and explore books, courses, videos, and exercises recommended by the TensorFlow team to teach you the foundations of ML.</p> </inline-html> </div> <div class="tensorsite-content__toc tensorsite-content__toc--main"> <a class="tensorsite-content__cta tensorsite-content__cta-image" content-type="nav" href="#books" item-id="Books"> <div class="cta-image"> <img alt src="/static/site-assets/images/marketing/icon/learn-ml/books.png"> </div> Books <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-image" content-type="nav" href="#courses" item-id="Online courses"> <div class="cta-image"> <img alt src="/static/site-assets/images/marketing/icon/learn-ml/online-courses.png"> </div> Online courses <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-image" content-type="nav" href="#math-concepts" item-id="Math concepts"> <div class="cta-image"> <img alt src="/static/site-assets/images/marketing/icon/learn-ml/math-concepts.png"> </div> Math concepts <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-image" content-type="nav" href="#other-resources" item-id="TF resources"> <div class="cta-image"> <img alt src="/static/site-assets/images/marketing/icon/learn-ml/tf-resources.png"> </div> TF resources <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-image" content-type="nav" href="#human-centered-ai" item-id="Human-centered AI"> <div class="cta-image"> <img alt src="/static/site-assets/images/marketing/icon/learn-ml/human-ai.png"> </div> Human-centered AI <span> </span> </a> </div> </div> </div> </div> <div class="tensorsite-group__divider"> </div> </section> <section #="" analytics="" anchors="" class="tensorsite-group tensorsite-group--gray tensorsite-group--row-3up" data-section-id="books" for="" id="books"> <div class="tensorsite-side-side__background"> </div> <div class="tensorsite-container"> <div class="tensorsite-group__header"> <div class="tensorsite-content"> <h2 class="tensorsite-content__title" id="books" data-text=" Books " tabindex="-1"> Books </h2> <div class="tensorsite-content__description"> <inline-html> <p>Reading is one of the best ways to understand the foundations of ML and deep learning. Books can give you the theoretical understanding necessary to help you learn new concepts more quickly in the future.</p> </inline-html> </div> <div class="tensorsite-content__toc"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--arrow-upward" content-type="nav" href="#educational-resources" item-id="Back to Resource Library"> Back to Resource Library <span> </span> </a> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_books_aimlforcoders.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.oreilly.com/library/view/ai-and-machine/9781492078180/" item-id="AI and Machine Learning for Coders" rel="noopener noreferrer" target="_blank"> AI and Machine Learning for Coders </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by Laurence Moroney </div> <div class="tensorsite-content__description"> <inline-html> <p>This introductory book provides a code-first approach to learn how to implement the most common ML scenarios, such as computer vision, natural language processing (NLP), and sequence modeling for web, mobile, cloud, and embedded runtimes.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.oreilly.com/library/view/ai-and-machine/9781492078180/" item-id="AI and Machine Learning for Coders" rel="noopener noreferrer" tabindex="-1" target="_blank"> View book <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_books.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.manning.com/books/deep-learning-with-python-second-edition" item-id="Deep Learning with Python" rel="noopener noreferrer" target="_blank"> Deep Learning with Python </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by Francois Chollet </div> <div class="tensorsite-content__description"> <inline-html> <p>This book is a practical, hands-on introduction to Deep Learning with Keras.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.manning.com/books/deep-learning-with-python-second-edition" item-id="Deep Learning with Python" rel="noopener noreferrer" tabindex="-1" target="_blank"> View book <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_books_aurelien_geron.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/" item-id="Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow" rel="noopener noreferrer" target="_blank"> Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by Aurélien Géron </div> <div class="tensorsite-content__description"> <inline-html> <p>Using concrete examples, minimal theory, and two production-ready Python frameworks—Scikit-Learn and TensorFlow—this book helps you gain an intuitive understanding of the concepts and tools for building intelligent systems.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/" item-id="Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow" rel="noopener noreferrer" tabindex="-1" target="_blank"> View book <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_books_ian_goodfellow.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.deeplearningbook.org/" item-id="Deep Learning" rel="noopener noreferrer" target="_blank"> Deep Learning </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by Ian Goodfellow, Yoshua Bengio, and Aaron Courville </div> <div class="tensorsite-content__description"> <inline-html> <p>This Deep Learning textbook is a resource intended to help students and practitioners enter the field of machine learning in general, and deep learning in particular.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.deeplearningbook.org/" item-id="Deep Learning" rel="noopener noreferrer" tabindex="-1" target="_blank"> View book <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_book_neural_nets_and_dl_by_michael_nielsen.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="http://neuralnetworksanddeeplearning.com/" item-id="Neural Networks and Deep Learning" rel="noopener noreferrer" target="_blank"> Neural Networks and Deep Learning </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by Michael Nielsen </div> <div class="tensorsite-content__description"> <inline-html> <p>This book provides a theoretical background on neural networks. It does not use TensorFlow, but is a great reference for students interested in learning more.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="http://neuralnetworksanddeeplearning.com/" item-id="Neural Networks and Deep Learning" rel="noopener noreferrer" tabindex="-1" target="_blank"> View book <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_learning-tensorflowjs-gant-laborde.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.oreilly.com/library/view/learning-tensorflowjs/9781492090786/" item-id="Learning TensorFlow.js" rel="noopener noreferrer" target="_blank"> Learning TensorFlow.js </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by Gant Laborde </div> <div class="tensorsite-content__description"> <inline-html> <p>A hands-on end-to-end approach to TensorFlow.js fundamentals for a broad technical audience. Once you finish this book, you'll know how to build and deploy production-ready deep learning systems with TensorFlow.js.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.oreilly.com/library/view/learning-tensorflowjs/9781492090786/" item-id="Learning TensorFlow.js" rel="noopener noreferrer" tabindex="-1" target="_blank"> View book <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_books_deep_learning_with_js.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.manning.com/books/deep-learning-with-javascript" item-id="Deep Learning with JavaScript" rel="noopener noreferrer" target="_blank"> Deep Learning with JavaScript </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by Shanqing Cai, Stanley Bileschi, Eric D. Nielsen with Francois Chollet </div> <div class="tensorsite-content__description"> <inline-html> <p>Written by the main authors of the TensorFlow library, this book provides fascinating use cases and in-depth instruction for deep learning apps in JavaScript in your browser or on Node.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.manning.com/books/deep-learning-with-javascript" item-id="Deep Learning with JavaScript" rel="noopener noreferrer" tabindex="-1" target="_blank"> View book <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> </div> </div> <div class="tensorsite-group__divider"> </div> </section> <section #="" analytics="" anchors="" class="tensorsite-group tensorsite-group--gray tensorsite-group--row-3up" data-section-id="courses" for="" id="courses"> <div class="tensorsite-side-side__background"> </div> <div class="tensorsite-container"> <div class="tensorsite-group__header"> <div class="tensorsite-content"> <h2 class="tensorsite-content__title" id="online-courses" data-text=" Online courses " tabindex="-1"> Online courses </h2> <div class="tensorsite-content__description"> <inline-html> <p>Taking a multi-part online course is a good way to learn the basic concepts of ML. Many courses provide great visual explainers, and the tools needed to start applying machine learning directly at work, or with your personal projects.</p> </inline-html> </div> <div class="tensorsite-content__toc"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--arrow-upward" content-type="nav" href="#educational-resources" item-id="Back to Resource Library"> Back to Resource Library <span> </span> </a> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_course_intro_to_tf_for_ai_ml_and_dl_coursera.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> DeepLearning.AI </p> <a class="tensorsite-content__title" href="https://www.coursera.org/learn/introduction-tensorflow" item-id="Intro to TensorFlow for AI, ML, and Deep Learning" rel="noopener noreferrer" target="_blank"> Intro to TensorFlow for AI, ML, and Deep Learning </a> <div class="tensorsite-content__description"> <inline-html> <p>Developed in collaboration with the TensorFlow team, this course is part of the TensorFlow Developer Specialization and will teach you best practices for using TensorFlow.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.coursera.org/learn/introduction-tensorflow" item-id="Intro to TensorFlow for AI, ML, and Deep Learning" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_course_intro_to_tf_udacity.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187" item-id="Intro to TensorFlow for Deep Learning" rel="noopener noreferrer" target="_blank"> Intro to TensorFlow for Deep Learning </a> <div class="tensorsite-content__description"> <inline-html> <p>In this online course developed by the TensorFlow team and Udacity, you'll learn how to build deep learning applications with TensorFlow.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187" item-id="Intro to TensorFlow for Deep Learning" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_course_specialization_coursera.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> DeepLearning.AI </p> <a class="tensorsite-content__title" href="https://www.coursera.org/specializations/tensorflow-in-practice" item-id="TensorFlow Developer Specialization" rel="noopener noreferrer" target="_blank"> TensorFlow Developer Specialization </a> <div class="tensorsite-content__description"> <inline-html> <p>In this four-course Specialization taught by a TensorFlow developer, you'll explore the tools and software developers use to build scalable AI-powered algorithms in TensorFlow.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.coursera.org/specializations/tensorflow-in-practice" item-id="TensorFlow Developer Specialization" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_machine_learning_crash_course.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> Google Developers </p> <a class="tensorsite-content__title" href="https://developers.google.com/machine-learning/crash-course" item-id="Machine Learning Crash Course" rel="noopener noreferrer" target="_blank"> Machine Learning Crash Course </a> <div class="tensorsite-content__description"> <inline-html> <p>The Machine Learning Crash Course with TensorFlow APIs is a self-study guide for aspiring machine learning practitioners. It features a series of lessons with video lectures, real-world case studies, and hands-on practice exercises.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://developers.google.com/machine-learning/crash-course" item-id="Machine Learning Crash Course" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_mit_course_6_s191_Intro_to_deep_learning.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="http://introtodeeplearning.com/" item-id="MIT 6.S191: Introduction to Deep Learning" rel="noopener noreferrer" target="_blank"> MIT 6.S191: Introduction to Deep Learning </a> <div class="tensorsite-content__description"> <inline-html> <p>In this course from MIT, you will gain foundational knowledge of deep learning algorithms and get practical experience in building neural networks in TensorFlow.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="http://introtodeeplearning.com/" item-id="MIT 6.S191: Introduction to Deep Learning" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_coursera_5_course_specialization.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> DeepLearning.AI </p> <a class="tensorsite-content__title" href="https://www.coursera.org/specializations/deep-learning" item-id="Deep Learning Specialization" rel="noopener noreferrer" target="_blank"> Deep Learning Specialization </a> <div class="tensorsite-content__description"> <inline-html> <p>In five courses, you will learn the foundations of Deep Learning, understand how to build neural networks, and learn how to lead successful machine learning projects and build a career in AI. You will master not only the theory, but also see how it is applied in industry.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.coursera.org/specializations/deep-learning" item-id="Deep Learning Specialization" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_course_tf_data_and_deployment.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> DeepLearning.AI </p> <a class="tensorsite-content__title" href="https://www.coursera.org/specializations/tensorflow-data-and-deployment" item-id="TensorFlow: Data and Deployment Specialization" rel="noopener noreferrer" target="_blank"> TensorFlow: Data and Deployment Specialization </a> <div class="tensorsite-content__description"> <inline-html> <p>You've learned how to build and train models. Now learn to navigate various deployment scenarios and use data more effectively to train your model in this four-course Specialization.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.coursera.org/specializations/tensorflow-data-and-deployment" item-id="TensorFlow: Data and Deployment Specialization" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_tensorflow-advanced-techniques-specialization.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> DeepLearning.AI </p> <a class="tensorsite-content__title" href="https://www.coursera.org/specializations/tensorflow-advanced-techniques" item-id="TensorFlow: Advanced Techniques Specialization" rel="noopener noreferrer" target="_blank"> TensorFlow: Advanced Techniques Specialization </a> <div class="tensorsite-content__description"> <inline-html> <p>This specialization is for software and ML engineers with a foundational understanding of TensorFlow who are looking to expand their knowledge and skill set by learning advanced TensorFlow features to build powerful models.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.coursera.org/specializations/tensorflow-advanced-techniques" item-id="TensorFlow: Advanced Techniques Specialization" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/learn/learn-js.jpeg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.edx.org/professional-certificate/google-fundamentals-of-google-ai-for-web-based-machine-learning" item-id="Fundamentals of Google AI for Web Based Machine Learning" rel="noopener noreferrer" target="_blank"> Fundamentals of Google AI for Web Based Machine Learning </a> <div class="tensorsite-content__description"> <inline-html> <p>Learn how you can get more eyes on your cutting edge research, or deliver super powers in your web apps in future work for your clients or the company you work for with web-based machine learning.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.edx.org/professional-certificate/google-fundamentals-of-google-ai-for-web-based-machine-learning" item-id="View course" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> </div> </div> </div> </div> </div> <div class="tensorsite-group__divider"> </div> </section> <section #="" analytics="" anchors="" class="tensorsite-group tensorsite-group--gray tensorsite-group--row-3up" data-section-id="math" for="" id="math-concepts"> <div class="tensorsite-side-side__background"> </div> <div class="tensorsite-container"> <div class="tensorsite-group__header"> <div class="tensorsite-content"> <h2 class="tensorsite-content__title" id="math-concepts" data-text=" Math concepts " tabindex="-1"> Math concepts </h2> <div class="tensorsite-content__description"> <inline-html> <p>To go deeper with your ML knowledge, these resources can help you understand the underlying math concepts necessary for higher level advancement.</p> </inline-html> </div> <div class="tensorsite-content__toc"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--arrow-upward" content-type="nav" href="#educational-resources" item-id="Back to Resource Library"> Back to Resource Library <span> </span> </a> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card tensorsite-card--video"> <button aria-label="Watch the video" class="tensorsite-card__href devsite-dialog-button" data-modal-dialog-id="video-modal--LlKAna21fLE" item-id="A friendly introduction to linear algebra for ML"> </button> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_linear-algebra-for-ml.jpg"> <svg aria-hidden="true" class="tensorsite-content__image__play-button" height="96" width="96" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"> <defs> <path d="M48 0C21.504 0 0 21.504 0 48s21.504 48 48 48 48-21.504 48-48S74.496 0 48 0z" id="b"> </path> <filter filterunits="objectBoundingBox" height="175%" id="a" width="175%" x="-37.5%" y="-37.5%"> <feoffset in="SourceAlpha" result="shadowOffsetOuter1"> </feoffset> <fegaussianblur in="shadowOffsetOuter1" result="shadowBlurOuter1" stddeviation="12"> </fegaussianblur> <fecolormatrix in="shadowBlurOuter1" values="0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.08 0"> </fecolormatrix> </filter> <lineargradient id="c" x1="60.966%" x2="36.71%" y1="29.2%" y2="69.385%"> <stop offset="0%" stop-color="#FF9100"> </stop> <stop offset="100%" stop-color="#FF6F00"> </stop> </lineargradient> </defs> <g fill="none" fill-rule="nonzero"> <use fill="#000" filter="url(#a)" xlink:href="#b"> </use> <use fill="#FFF" xlink:href="#b"> </use> <path d="M41 63V33l20 15z" fill="url(#c)"> </path> </g> </svg> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title"> A friendly introduction to linear algebra for ML </a> <div class="tensorsite-content__description"> <inline-html> <p>A bird's-eye view of linear algebra for machine learning. Never taken linear algebra or know a little about the basics, and want to get a feel for how it's used in ML? Then this video is for you.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a aria-label=" Watch the video " class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--video" data-modal-dialog-id="video-modal--LlKAna21fLE" item-id="A friendly introduction to linear algebra for ML" tabindex="-1"> Watch the video <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> </div> </div> </div> <div class="devsite-dialog tensorsite-video-modal" id="video-modal--LlKAna21fLE"> <div class="tensorsite-video-modal__buttons"> <button class="devsite-dialog-close"> <i class="material-icons" aria-hidden="true" translate="no"> close </i> </button> </div> <div class="devsite-dialog-contents"> <div class="video-wrapper-full-width"> <iframe allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen="true" class="devsite-embedded-youtube-video" data-autohide="1" data-showinfo="0" data-video-id="LlKAna21fLE" frameborder="0"> </iframe> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_corsera_mathematics.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> Imperial College London </p> <a class="tensorsite-content__title" href="https://www.coursera.org/specializations/mathematics-machine-learning?source=deprecated_spark_cdp" item-id="Mathematics for Machine Learning Specialization" rel="noopener noreferrer" target="_blank"> Mathematics for Machine Learning Specialization </a> <div class="tensorsite-content__description"> <inline-html> <p>This online specialization from Coursera aims to bridge the gap of mathematics and machine learning, getting you up to speed in the underlying mathematics to build an intuitive understanding, and relating it to Machine Learning and Data Science.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.coursera.org/specializations/mathematics-machine-learning?source=deprecated_spark_cdp" item-id="Mathematics for Machine Learning Specialization" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> </div> </div> </div> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_deeplearnng_by_3blue1brown.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi" item-id="Deep learning" rel="noopener noreferrer" target="_blank"> Deep learning </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by 3Blue1Brown </div> <div class="tensorsite-content__description"> <inline-html> <p>3blue1brown centers around presenting math with a visuals-first approach. In this video series, you will learn the basics of a neural network and how it works through math concepts.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--video" href="https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi" item-id="Deep learning" rel="noopener noreferrer" tabindex="-1" target="_blank"> View series <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> </div> </div> </div> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_math_the_essence_of_linear-algebra.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab" item-id="Essence of Linear Algebra" rel="noopener noreferrer" target="_blank"> Essence of Linear Algebra </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by 3Blue1Brown </div> <div class="tensorsite-content__description"> <inline-html> <p>A series of short, visual videos from 3blue1brown that explain the geometric understanding of matrices, determinants, eigen-stuffs and more.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--video" href="https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab" item-id="Essence of Linear Algebra" rel="noopener noreferrer" tabindex="-1" target="_blank"> View series <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> </div> </div> </div> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_math_the_essence_of_calculus.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr" item-id="Essence of Calculus" rel="noopener noreferrer" target="_blank"> Essence of Calculus </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by 3Blue1Brown </div> <div class="tensorsite-content__description"> <inline-html> <p>A series of short, visual videos from 3blue1brown that explain the fundamentals of calculus in a way that give you a strong understanding of the fundamental theorems, and not just how the equations work.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--video" href="https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr" item-id="Essence of Calculus" rel="noopener noreferrer" tabindex="-1" target="_blank"> View series <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_math_mit_course_18_06_linear_algebra.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/" item-id="MIT 18.06: Linear Algebra" rel="noopener noreferrer" target="_blank"> MIT 18.06: Linear Algebra </a> <div class="tensorsite-content__description"> <inline-html> <p>This introductory course from MIT covers matrix theory and linear algebra. Emphasis is given to topics that will be useful in other disciplines, including systems of equations, vector spaces, determinants, eigenvalues, similarity, and positive definite matrices.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/" item-id="MIT 18.06: Linear Algebra" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_math_mit_course_18_01_calculus.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://ocw.mit.edu/courses/mathematics/18-01-single-variable-calculus-fall-2006/" item-id="MIT 18.01: Single Variable Calculus" rel="noopener noreferrer" target="_blank"> MIT 18.01: Single Variable Calculus </a> <div class="tensorsite-content__description"> <inline-html> <p>This introductory calculus course from MIT covers differentiation and integration of functions of one variable, with applications.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://ocw.mit.edu/courses/mathematics/18-01-single-variable-calculus-fall-2006/" item-id="MIT 18.01: Single Variable Calculus" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_seeing_theory.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://seeing-theory.brown.edu/" item-id="Seeing Theory" rel="noopener noreferrer" target="_blank"> Seeing Theory </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by Daniel Kunin, Jingru Guo, Tyler Dae Devlin, Daniel Xiang </div> <div class="tensorsite-content__description"> <inline-html> <p>A visual introduction to probability and statistics.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://seeing-theory.brown.edu/" item-id="Seeing Theory" rel="noopener noreferrer" tabindex="-1" target="_blank"> Learn more <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" 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Learn how to write custom models from a blank canvas, retrain models via transfer learning, and convert models from Python.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--video" href="https://youtube.com/playlist?list=PLOU2XLYxmsILr3HQpqjLAUkIPa5EaZiui" item-id="Machine Learning for Web Developers" rel="noopener noreferrer" tabindex="-1" target="_blank"> View series <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_learning-tensorflowjs-gant-laborde.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.oreilly.com/library/view/learning-tensorflowjs/9781492090786/" item-id="Learning TensorFlow.js" rel="noopener noreferrer" target="_blank"> Learning TensorFlow.js </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by Gant Laborde </div> <div class="tensorsite-content__description"> <inline-html> <p>A hands-on end-to-end approach to TensorFlow.js fundamentals for a broad technical audience. Once you finish this book, you'll know how to build and deploy production-ready deep learning systems with TensorFlow.js.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.oreilly.com/library/view/learning-tensorflowjs/9781492090786/" item-id="Learning TensorFlow.js" rel="noopener noreferrer" tabindex="-1" target="_blank"> View book <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_getting_started_with_tf_js_by_tf.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.youtube.com/playlist?list=PLs6AluHXaQnjeI6jzDkpKXvbPj31i4GgF" item-id="Getting started with TensorFlow.js by TensorFlow" rel="noopener noreferrer" target="_blank"> Getting started with TensorFlow.js by TensorFlow </a> <div class="tensorsite-content__description"> <inline-html> <p>A 3-part series that explores both training and executing machine learned models with TensorFlow.js, and shows you how to create a machine learning model in JavaScript that executes directly in the browser.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--video" href="https://www.youtube.com/playlist?list=PLs6AluHXaQnjeI6jzDkpKXvbPj31i4GgF" item-id="Getting started with TensorFlow.js by TensorFlow" rel="noopener noreferrer" tabindex="-1" target="_blank"> View series <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> </div> </div> </div> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/learn/learn-js.jpeg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.edx.org/course/google-ai-for-javascript-developers-with-tensorflowjs" item-id="Google AI for JavaScript developers with TensorFlow.js" rel="noopener noreferrer" target="_blank"> Google AI for JavaScript developers with TensorFlow.js </a> <div class="tensorsite-content__description"> <inline-html> <p>Go from zero to hero with web ML using TensorFlow.js. Learn how to create next generation web apps that can run client side and be used on almost any device.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.edx.org/course/google-ai-for-javascript-developers-with-tensorflowjs" item-id="Google AI for JavaScript developers with TensorFlow.js" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_tf_js_intelligence_by_codingtrain.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.youtube.com/playlist?list=PLRqwX-V7Uu6YIeVA3dNxbR9PYj4wV31oQ" item-id="TensorFlow.js: Intelligence and Learning Series" rel="noopener noreferrer" target="_blank"> TensorFlow.js: Intelligence and Learning Series </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by The Coding Train </div> <div class="tensorsite-content__description"> <inline-html> <p>Part of a larger series on machine learning and building neural networks, this video playlist focuses on TensorFlow.js, the core API, and how to use the JavaScript library to train and deploy ML models.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--video" href="https://www.youtube.com/playlist?list=PLRqwX-V7Uu6YIeVA3dNxbR9PYj4wV31oQ" item-id="TensorFlow.js: Intelligence and Learning Series" rel="noopener noreferrer" tabindex="-1" target="_blank"> View series <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--math"> <span class="tensorsite-content__category-text"> Math </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> </div> </div> </div> </div> </div> <div class="tensorsite-group__divider"> </div> </section> <section #="" analytics="" anchors="" class="tensorsite-group tensorsite-group--gray tensorsite-group--row-3up" data-section-id="tf lite" for="" id="lite"> <div class="tensorsite-side-side__background"> </div> <div class="tensorsite-container"> <div class="tensorsite-group__header"> <div class="tensorsite-content"> <h2 class="tensorsite-content__title" id="for-mobile-edge" data-text=" For Mobile & Edge " tabindex="-1"> For Mobile & Edge </h2> <div class="tensorsite-content__description"> <inline-html> <p>Explore the latest resources at <a content-type="cta" href="https://ai.google.dev/edge/" item-id="Google AI Edge" rel="noopener noreferrer" target="_blank">Google AI Edge</a>.</p> </inline-html> </div> <div class="tensorsite-content__toc"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--arrow-upward" content-type="nav" href="#educational-resources" item-id="Back to Resource Library"> Back to Resource Library <span> </span> </a> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_on-device-machine-learning.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> Google Developers </p> <a class="tensorsite-content__title" href="https://developers.google.com/learn/topics/on-device-ml#build-your-first-on-device-ml-app" item-id="On-Device Machine Learning" rel="noopener noreferrer" target="_blank"> On-Device Machine Learning </a> <div class="tensorsite-content__description"> <inline-html> <p>Learn how to build your first on-device ML app through learning pathways that provide step-by-step guides for common use cases including audio classification, visual product search, and more.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://developers.google.com/learn/topics/on-device-ml#build-your-first-on-device-ml-app" item-id="On-Device Machine Learning" rel="noopener noreferrer" tabindex="-1" target="_blank"> Learn more <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_intro-to-tensorflow-lite.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.udacity.com/course/intro-to-tensorflow-lite--ud190" item-id="Introduction to LiteRT" rel="noopener noreferrer" target="_blank"> Introduction to LiteRT </a> <div class="tensorsite-content__description"> <inline-html> <p>Learn how to deploy deep learning models on mobile and embedded devices with LiteRT in this course, developed by the TensorFlow team and Udacity as a practical approach to model deployment for software developers.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.udacity.com/course/intro-to-tensorflow-lite--ud190" item-id="Introduction to LiteRT" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> </div> </div> <div class="tensorsite-group__divider"> </div> </section> <section #="" analytics="" anchors="" class="tensorsite-group tensorsite-group--gray tensorsite-group--row-3up" data-section-id="tfx" for="" id="tfx"> <div class="tensorsite-side-side__background"> </div> <div class="tensorsite-container"> <div class="tensorsite-group__header"> <div class="tensorsite-content"> <h2 class="tensorsite-content__title" id="for-production" data-text=" For Production " tabindex="-1"> For Production </h2> <div class="tensorsite-content__description"> <inline-html> <p>Explore the latest resources at <a content-type="cta" href="/tfx" item-id="TFX" rel="noopener noreferrer" target="_blank">TFX</a>.</p> </inline-html> </div> <div class="tensorsite-content__toc"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--arrow-upward" content-type="nav" href="#educational-resources" item-id="Back to Resource Library"> Back to Resource Library <span> </span> </a> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card tensorsite-card--video"> <button aria-label="Watch the video" class="tensorsite-card__href devsite-dialog-button" data-modal-dialog-id="video-modal--YeuvR6m6ACQ" item-id="ML engineering for production ML deployments with TFX"> </button> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_ml-engineering-for-production-deployments.jpg"> <svg aria-hidden="true" class="tensorsite-content__image__play-button" height="96" width="96" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"> <defs> <path d="M48 0C21.504 0 0 21.504 0 48s21.504 48 48 48 48-21.504 48-48S74.496 0 48 0z" id="b"> </path> <filter filterunits="objectBoundingBox" height="175%" id="a" width="175%" x="-37.5%" y="-37.5%"> <feoffset in="SourceAlpha" result="shadowOffsetOuter1"> </feoffset> <fegaussianblur in="shadowOffsetOuter1" result="shadowBlurOuter1" stddeviation="12"> </fegaussianblur> <fecolormatrix in="shadowBlurOuter1" values="0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.08 0"> </fecolormatrix> </filter> <lineargradient id="c" x1="60.966%" x2="36.71%" y1="29.2%" y2="69.385%"> <stop offset="0%" stop-color="#FF9100"> </stop> <stop offset="100%" stop-color="#FF6F00"> </stop> </lineargradient> </defs> <g fill="none" fill-rule="nonzero"> <use fill="#000" filter="url(#a)" xlink:href="#b"> </use> <use fill="#FFF" xlink:href="#b"> </use> <path d="M41 63V33l20 15z" fill="url(#c)"> </path> </g> </svg> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title"> ML engineering for production ML deployments with TFX </a> <div class="tensorsite-content__description"> <inline-html> <p>Get a hands-on look at how to put together a production pipeline system with TFX. We'll quickly cover everything from data acquisition, model building, through to deployment and management.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a aria-label=" Watch the video " class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--video" data-modal-dialog-id="video-modal--YeuvR6m6ACQ" item-id="ML engineering for production ML deployments with TFX" tabindex="-1"> Watch the video <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="devsite-dialog tensorsite-video-modal" id="video-modal--YeuvR6m6ACQ"> <div class="tensorsite-video-modal__buttons"> <button class="devsite-dialog-close"> <i class="material-icons" aria-hidden="true" translate="no"> close </i> </button> </div> <div class="devsite-dialog-contents"> <div class="video-wrapper-full-width"> <iframe allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen="true" class="devsite-embedded-youtube-video" data-autohide="1" data-showinfo="0" data-video-id="YeuvR6m6ACQ" frameborder="0"> </iframe> </div> </div> </div> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_building-ml-pipelines.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.oreilly.com/library/view/building-machine-learning/9781492053187/" item-id="Building Machine Learning Pipelines" rel="noopener noreferrer" target="_blank"> Building Machine Learning Pipelines </a> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--under-title"> by Hannes Hapke, Catherine Nelson </div> <div class="tensorsite-content__description"> <inline-html> <p>This book walks you through the steps of automating an ML pipeline using the TensorFlow ecosystem. The machine learning examples in this book are based on TensorFlow and Keras, but the core concepts can be applied to any framework.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.oreilly.com/library/view/building-machine-learning/9781492053187/" item-id="Building Machine Learning Pipelines" rel="noopener noreferrer" tabindex="-1" target="_blank"> View book <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_intro-machine-learning-in-production.jpg"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> DeepLearning.AI </p> <a class="tensorsite-content__title" href="https://www.coursera.org/specializations/machine-learning-engineering-for-production-mlops/" item-id="Machine Learning Engineering for Production (MLOps) Specialization" rel="noopener noreferrer" target="_blank"> Machine Learning Engineering for Production (MLOps) Specialization </a> <div class="tensorsite-content__description"> <inline-html> <p>Expand your production engineering capabilities in this four-course specialization. Learn how to conceptualize, build, and maintain integrated systems that continuously operate in production.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.coursera.org/specializations/machine-learning-engineering-for-production-mlops/" item-id="Machine Learning Engineering for Production (MLOps) Specialization" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> <div class="tensorsite-card tensorsite-card--video"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_ml-pipelines-google-cloud.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.coursera.org/learn/ml-pipelines-google-cloud" item-id="ML Pipelines on Google Cloud" rel="noopener noreferrer" target="_blank"> ML Pipelines on Google Cloud </a> <div class="tensorsite-content__description"> <inline-html> <p>This advanced course covers TFX components, pipeline orchestration and automation, and how to manage ML metadata with Google Cloud.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.coursera.org/learn/ml-pipelines-google-cloud" item-id="ML Pipelines on Google Cloud" rel="noopener noreferrer" tabindex="-1" target="_blank"> View course <span> </span> </a> </div> <div class="tensorsite-content__categories"> <div class="tensorsite-content__category tensorsite-icon--code"> <span class="tensorsite-content__category-text"> Code </span> </div> <div class="tensorsite-content__category tensorsite-icon--theory"> <span class="tensorsite-content__category-text"> Theory </span> </div> <div class="tensorsite-content__category tensorsite-icon--build"> <span class="tensorsite-content__category-text"> Build </span> </div> </div> </div> </div> </div> </div> <div class="tensorsite-group__divider"> </div> </section> <section #="" analytics="" anchors="" class="tensorsite-group tensorsite-group--gray tensorsite-group--row-3up" data-section-id="responsible ai" for="" id="human-centered-ai"> <div class="tensorsite-side-side__background"> </div> <div class="tensorsite-container"> <div class="tensorsite-group__header"> <div class="tensorsite-content"> <h2 class="tensorsite-content__title" id="human-centered-ai" data-text=" Human-centered AI " tabindex="-1"> Human-centered AI </h2> <div class="tensorsite-content__description"> <inline-html> <p>When designing an ML model, or building AI-driven applications, it's important to consider the people interacting with the product, and the best way to build fairness, interpretability, privacy, and security into these AI systems.</p> </inline-html> </div> <div class="tensorsite-content__toc"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--arrow-upward" content-type="nav" href="#educational-resources" item-id="Back to Resource Library"> Back to Resource Library <span> </span> </a> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/responsible_ai_workflow.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" devsite="true" href="/responsible_ai" item-id="Responsible AI practices"> Responsible AI practices </a> <div class="tensorsite-content__description"> <inline-html> <p>Learn how to integrate Responsible AI practices into your ML workflow using TensorFlow.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--shorter"> <span class="tensorsite-price-tag"> <div class="tensorsite-price-tag__inner"> Free </div> </span> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal" devsite="true" href="/responsible_ai" item-id="Responsible AI practices" tabindex="-1"> Learn more <span> </span> </a> </div> </div> </div> <div class="tensorsite-card"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/edu/edu_people_plus_ai_guidebook.jpg"> 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