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id="machine-learning-crash-course" data-text="Machine Learning Crash Course" tabindex="0"> Machine Learning Crash Course </h2> <div class="devsite-landing-row-description"> Google's fast-paced, practical introduction to machine learning, featuring a series of lessons with video lectures, interactive visualizations, and hands-on practice exercises. </div> </div> <div class="devsite-landing-row-header-buttons"> <a href="https://developers.google.com/machine-learning/crash-course/linear-regression" class="button gc-analytics-event " data-category="startLearning" data-label="hero" data-action="buttonClick" >Start Crash Course</a> <a href="https://developers.google.com/machine-learning/crash-course#course-modules" class="button gc-analytics-event " data-label="hero" data-action="buttonClick" data-category="startLearning" >Browse course modules</a> <a href="https://developers.google.com/machine-learning/crash-course/prereqs-and-prework" class="button gc-analytics-event " data-label="hero" data-category="viewPrereqs" data-action="buttonClick" >View prerequisites</a> <a href="https://support.google.com/machinelearningeducation" class="button gc-analytics-event " data-label="hero" data-category="helpCenter" data-action="buttonClick" >Help Center</a> </div> </header> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-header-centered devsite-landing-row-logos devsite-landing-row-padding-medium" background="white" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-custom-image" > <div class="devsite-landing-row-item-custom-image-icon-wrapper"> <div class="devsite-landing-row-item-custom-image-icon-container" size="medium" > <picture> <img class="devsite-landing-row-item-custom-image-icon" alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-clipboard.svg" srcset="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-clipboard.svg" sizes="192px" loading="lazy" > </picture> </div> </div> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="100-exercises" data-text="100+ exercises" class="hide-from-toc no-link" tabindex="0"> 100+ exercises </h3> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-custom-image" > <div class="devsite-landing-row-item-custom-image-icon-wrapper"> <div class="devsite-landing-row-item-custom-image-icon-container" size="medium" > <picture> <img class="devsite-landing-row-item-custom-image-icon" alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-list.svg" srcset="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-list.svg" sizes="192px" loading="lazy" > </picture> </div> </div> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="12-modules" data-text="12 modules" class="hide-from-toc no-link" tabindex="0"> 12 modules </h3> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-custom-image" > <div class="devsite-landing-row-item-custom-image-icon-wrapper"> <div class="devsite-landing-row-item-custom-image-icon-container" size="medium" > <picture> <img class="devsite-landing-row-item-custom-image-icon" alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-clock.svg" srcset="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-clock.svg" sizes="192px" loading="lazy" > </picture> </div> </div> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="15-hours" data-text="15 hours" class="hide-from-toc no-link" tabindex="0"> 15 hours </h3> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-custom-image" > <div class="devsite-landing-row-item-custom-image-icon-wrapper"> <div class="devsite-landing-row-item-custom-image-icon-container" size="medium" > <picture> <img class="devsite-landing-row-item-custom-image-icon" alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-video-lecture.svg" srcset="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-video-lecture.svg" sizes="192px" loading="lazy" > </picture> </div> </div> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="video-explainers-of-ml-concepts" data-text="Video explainers of ML concepts" class="hide-from-toc no-link" tabindex="0"> Video explainers of ML concepts </h3> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-custom-image" > <div class="devsite-landing-row-item-custom-image-icon-wrapper"> <div class="devsite-landing-row-item-custom-image-icon-container" size="medium" > <picture> <img class="devsite-landing-row-item-custom-image-icon" alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-globe.svg" srcset="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-globe.svg" sizes="192px" loading="lazy" > </picture> </div> </div> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="real-world-examples" data-text="Real-world examples" class="hide-from-toc no-link" tabindex="0"> Real-world examples </h3> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-custom-image" > <div class="devsite-landing-row-item-custom-image-icon-wrapper"> <div class="devsite-landing-row-item-custom-image-icon-container" size="medium" > <picture> <img class="devsite-landing-row-item-custom-image-icon" alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-sliders.svg" srcset="https://developers.google.com/static/machine-learning/crash-course/images/landing-icon-sliders.svg" sizes="192px" loading="lazy" > </picture> </div> </div> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="interactive-visualizations" data-text="Interactive visualizations" class="hide-from-toc no-link" tabindex="0"> Interactive visualizations </h3> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up devsite-landing-row-50 devsite-landing-row-item-centered" background="google-yellow" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <devsite-video autohide="1" showinfo="0" video-id="SAUeGtyLsrk" rel="0" ></devsite-video> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="whats-new-in-machine-learning-crash-course" data-text="What's new in Machine Learning Crash Course?" class="hide-from-toc no-link" tabindex="0"> What's new in Machine Learning Crash Course? </h3> <div class="devsite-landing-row-item-description-content"> Since 2018, millions of people worldwide have relied on Machine Learning Crash Course to learn how machine learning works, and how machine learning can work for them. We're delighted to announce the launch of a refreshed version of MLCC that covers recent advances in AI, with an increased focus on interactive learning. Watch this video to learn more about the new-and-improved MLCC. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up devsite-landing-row-cards devsite-landing-row-header-centered devsite-landing-row-large-headings" background="grey" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="course-modules" data-text="Course Modules" tabindex="0"> Course Modules </h2> <div class="devsite-landing-row-description"> Each Machine Learning Crash Course module is self-contained, so if you have prior experience in machine learning, you can skip directly to the topics you want to learn. If you're new to machine learning, we recommend completing modules in the order below. </div> </div> </header> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-cards" background="grey" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="ml-models" data-text="ML Models" tabindex="0"> ML Models </h2> <div class="devsite-landing-row-description"> <p>These modules cover the fundamentals of building regression and classification models.</p> </div> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/linear-regression"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Linear_Regression_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="linear-regression" data-text="Linear Regression" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/linear-regression"> Linear Regression </a> </h3> <div class="devsite-landing-row-item-description-content"> An introduction to linear regression, covering linear models, loss, gradient descent, and hyperparameter tuning. </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/logistic-regression"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Logistic_Regression_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="logistic-regression" data-text="Logistic Regression" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/logistic-regression"> Logistic Regression </a> </h3> <div class="devsite-landing-row-item-description-content"> An introduction to logistic regression, where ML models are designed to predict the probability of a given outcome. </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/classification"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Classification_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="classification" data-text="Classification" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/classification"> Classification </a> </h3> <div class="devsite-landing-row-item-description-content"> An introduction to binary classification models, covering thresholding, confusion matrices, and metrics like accuracy, precision, recall, and AUC. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-cards" background="grey" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="data" data-text="Data" tabindex="0"> Data </h2> <div class="devsite-landing-row-description"> <p>These modules cover fundamental techniques and best practices for working with machine learning data.</p> </div> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/numerical-data"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Numerical_Data_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="working-with-numerical-data" data-text="Working with Numerical Data" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/numerical-data"> Working with Numerical Data </a> </h3> <div class="devsite-landing-row-item-description-content"> Learn how to analyze and transform numerical data to help train ML models more effectively. </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/categorical-data"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Categorical_Data_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="working-with-categorical-data" data-text="Working with Categorical Data" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/categorical-data"> Working with Categorical Data </a> </h3> <div class="devsite-landing-row-item-description-content"> Learn the fundamentals of working with categorical data: how to distinguish categorical data from numerical data; how to represent categorical data numerically using one-hot encoding, feature hashing, and mean encoding; and how to perform feature crosses. </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/overfitting"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Generalization_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="datasets-generalization-and-overfitting" data-text="Datasets, Generalization, and Overfitting" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/overfitting"> Datasets, Generalization, and Overfitting </a> </h3> <div class="devsite-landing-row-item-description-content"> An introduction to the characteristics of machine learning datasets, and how to prepare your data to ensure high-quality results when training and evaluating your model. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-cards" background="grey" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="advanced-ml-models" data-text="Advanced ML models" tabindex="0"> Advanced ML models </h2> <div class="devsite-landing-row-description"> <p>These modules cover advanced ML model architectures.</p> </div> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/neural-networks"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Neural_Nets_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="neural-networks" data-text="Neural Networks" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/neural-networks"> Neural Networks </a> </h3> <div class="devsite-landing-row-item-description-content"> An introduction to the fundamental principles of neural network architectures, including perceptrons, hidden layers, and activation functions. </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/embeddings"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Embedding_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="embeddings" data-text="Embeddings" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/embeddings"> Embeddings </a> </h3> <div class="devsite-landing-row-item-description-content"> Learn how embeddings allow you to do machine learning on large feature vectors. </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/llm"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Large_Lanuage_Model_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-labels"> <span class=" " background="google-blue" >New</span> </div> <h3 id="large-language-models" data-text="Large Language Models" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/llm"> Large Language Models </a> </h3> <div class="devsite-landing-row-item-description-content"> An introduction to large language models, from tokens to Transformers. Learn the basics of how LLMs learn to predict text output, as well as how they're architected and trained. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-cards" background="grey" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="real-world-ml" data-text="Real-world ML" tabindex="0"> Real-world ML </h2> <div class="devsite-landing-row-description"> <p>These modules cover critical considerations when building and deploying ML models in the real world, including productionization best practices, automation, and responsible engineering.</p> </div> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/production-ml-systems"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Production_ML_Systems_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="production-ml-systems" data-text="Production ML Systems" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/production-ml-systems"> Production ML Systems </a> </h3> <div class="devsite-landing-row-item-description-content"> Learn how a machine learning production system works across a breadth of components. </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/automl"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Auto_ML_Yellow_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-labels"> <span class=" " background="google-blue" >New</span> </div> <h3 id="automl" data-text="AutoML" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/automl"> AutoML </a> </h3> <div class="devsite-landing-row-item-description-content"> Learn principles and best practices for using automated machine learning. </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/machine-learning/crash-course/fairness"> <picture> <img alt="" src="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text.png" srcset="https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text_36.png 36w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text_48.png 48w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text_72.png 72w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text_96.png 96w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text_480.png 480w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text_720.png 720w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text_856.png 856w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text_960.png 960w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text_1440.png 1440w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text_1920.png 1920w,https://developers.google.com/static/machine-learning/crash-course/images/MLCC_Fairness_no_text_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="ml-fairness" data-text="ML Fairness" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/machine-learning/crash-course/fairness"> ML Fairness </a> </h3> <div class="devsite-landing-row-item-description-content"> Learn principles and best practices for auditing ML models for fairness, including strategies for identifying and mitigating biases in data. </div> </div> </div> </div> </div> </div> </section> </div> <div 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