This course module teaches key considerations and best practices for putting an ML model into production, including static vs. dynamic training, static vs. dynamic inference, transforming data, and deployment testing and monitoring.| Google for Developers
Is Machine Learning Crash Course right for you?| Google for Developers
This course module provides guidelines for preparing data for machine learning model training, including how to identify unreliable data; how to discard and impute data; how to improve labels; how to split data into training, validation and test sets; and how to prevent overfitting and ensure models can generalize using regularization techniques.| Google for Developers
This course module teaches fundamental concepts and best practices for working with numerical data, from how data is ingested into a model using feature vectors to feature engineering techniques such as normalization, binning, scrubbing, and creating synthetic features with polynomial transforms.| Google for Developers
This course module teaches the basics of neural networks: the key components of neural network architectures (nodes, hidden layers, activation functions), how neural network inference is performed, how neural networks are trained using backpropagation, and how neural networks can be used for multi-class classification problems.| Google for Developers
This course module teaches the fundamentals of logistic regression, including how to predict a probability, the sigmoid function, and Log Loss.| Google for Developers
This course module provides an overview of language models and large language models (LLMs), covering concepts including tokens, n-grams, Transformers, self-attention, distillation, fine-tuning, and prompt engineering.| Google for Developers
This course module teaches the fundamentals of linear regression, including linear equations, loss, gradient descent, and hyperparameter tuning.| Google for Developers
This course module teaches key principles of ML Fairness, including types of human bias that can manifest in ML models, identifying and mitigating these biases, and evaluating for these biases using metrics including demographic parity, equality of opportunity, and counterfactual fairness.| Google for Developers
This course module teaches the key concepts of embeddings, and techniques for training an embedding to translate high-dimensional data into a lower-dimensional embedding vector.| Google for Developers
This course module teaches the fundamentals of binary classification, including thresholding, the confusion matrix, and classification metrics such as accuracy, precision, recall, ROC, AUC, and prediction bias. A brief intro to multi-class classification is provided at the end of the module.| Google for Developers
This course module teaches the fundamental concepts and best practices of working with categorical data, including encoding methods such as one-hot encoding and hashing, creating feature crosses, and common pitfalls to look out for.| Google for Developers
This course module teaches best practices for using automated machine learning (AutoML) tools in your machine learning workflow, including benefits and limitations and common AutoML patterns that can be used in projects.| Google for Developers
Educational resources for machine learning.| Google for Developers
This page provides details about Google Maps Platform SKUs, including SKUs| Google for Developers
What are public programs?| Google for Developers
Click the info info icon to see the| Google for Developers
This page provides the Google Maps Platform global pricing list. For India| Google for Developers
This document describes the following changes made as of March 1, 2025:| Google for Developers
Google Maps Platform Documentation| Google for Developers
Server-side Tag Manager allows you to move your Google Ads remarketing tags from| Google for Developers
Pair program withGemini Code Assist agentic chat.| Google for Developers
Dynamic rendering was a workaround for websites experiencing issues with JavaScript-powered content.| Google for Developers
The OR-Tools suite provides operations research software libraries and APIs for constraint optimization, linear optimization, and flow and graph algorithms.| Google for Developers
This document is intended for developers who want to write client libraries, IDE plugins, and| Google for Developers
Android Automotive OS (AAOS) is an infotainment platform built into cars by car makers. Drivers can download compatible apps directly into their cars, with no phone required, and use an interface that’s designed for the car screen.| Google for Developers
The Android Auto system works by connecting a phone to a compatible car, giving drivers a way to interact with their phone’s apps using the car screen and voice actions. It provides a simple way to navigate, listen to media and messages, and more.| Google for Developers
Machine learning (ML) powers some of the most important technologies we use,| Google for Developers
APIs to access the Google Safe Browsing lists of unsafe web resources.| Google for Developers
ML Kit's GenAI APIs harness the power of Gemini Nano to help your apps| Google for Developers
Learn all about the site: search operator and how it can help with debugging and understanding how Google sees your website.| Google for Developers
Learn about how core updates work, and what you can do to assess and perhaps improve your content.| Google for Developers
This page describes how to customize your optimization visualizations. The| Google for Developers
Google 検索で買い物客が目にとめるような、質の高いレビューの書き方について紹介します。| Google for Developers
ページ エクスペリエンスとは、ページ内の情報以外のユーザー体験に関するシグナルの総称です。各シグナルの詳細と最適化方法、検索結果への影響について説明します。| Google for Developers
検索エンジン最適化に関する、Google 公式の SEO スターター ガイドです。SEO の定義からウェブサイト運用者向けの基本的な施策まで、SEO 関連の基礎を幅広くご紹介します。| Google for Developers
Incorporating illustrations and rich visuals when introducing passkeys can help | Google for Developers
Overview| Google for Developers
Gifting gets personal: How Nespresso used messaging to personalize holiday shopping| Google for Developers
From discovery to conversion: Axis Bank chats its way to growth with RCS| Google for Developers
Users interact with agents through an RCS-enabled messaging app, such as| Google for Developers
Learn how to build a website with a simple reauthentication functionality that uses a fingerprint sensor.| Google for Developers
The Google Maps Platform web services are a collection of HTTP interfaces to Google| Google for Developers
European Economic Area (EEA) developers| Google for Developers
Geocoding converts addresses into geographic coordinates to be placed on a map. Reverse Geocoding finds an address based on geographic coordinates or place IDs.| Google for Developers
European Economic Area (EEA) developers| Google for Developers
European Economic Area (EEA) developers| Google for Developers
Learn specific details about the different robots.txt file rules and how Google interprets the robots.txt specification.| Google for Developers
The advanced People service allows you to use the| Google for Developers
Learn how events and variables are passed to Google Tag Manager and gtag.js and triggers set up based on the values of variables.| Google for Developers
When you agree to the terms of the Google Ads Data Hub Agreement, you are| Google for Developers
Affinity segment| Google for Developers
As a tool to help you operate more effectively amidst privacy checks in Ads Data Hub, the platform includes a synthetic dataset. Unlike normal data, this dataset isn’t subject to privacy checks, and as such should be used for experimentation and query development. The sandbox can improve your query development workflow by:| Google for Developers
You can use the web UI in Ads Data Hub to do many of the same tasks as you would using the API. This guide shows how write a query that measures your total Campaign Manager 360 Data Transfer impressions from scratch, test it, and then run it.| Google for Developers
This guide explains how to get started writing applications that use the Ads Data Hub REST API to interact with Ads Data Hub. The Ads Data Hub REST API allows you to view Ads Data Hub customers associated with your Google account, create queries, and run queries.| Google for Developers
Overview| Google for Developers
End-user privacy is at the core of everything that Ads Data Hub does; it's| Google for Developers
You can use Ads Data Hub to execute queries that join Google data with first-party data you’ve uploaded to BigQuery. This allows you to get a more complete representation of how your users engage with your platform, and can contribute to better attribution.| Google for Developers
Ads Data Hub enables customized analysis that aligns with your specific| Google for Developers
Audiences overview| Google for Developers
Learn how to interpret an ROC curve and its AUC value to evaluate a binary classification model over all possible classification thresholds.| Google for Developers
If you need to remove a page that's hosted on your website from Google Search, you can submit a request using our Removals tool.| Google for Developers
Learn how to mark up loyalty programs (also known as| Google for Developers
Before using the Google Analytics APIs and developer products, make sure you've| Google for Developers
Statements are hosted in a JSON-encoded statement list in a well-known| Google for Developers
Core Web Vitals is a set of metrics that measure real-world user experience. Learn more about Google Search and Core Web Vitals.| Google for Developers
Explore developer resources, community events, and inspirational stories to help you build smarter and ship faster.| Google for Developers
This reference describes the Google 3P Authorization JavaScript Library API,| Google for Developers
The google.accounts.oauth2 JavaScript library helps you prompt for user| Google for Developers
This guide helps you to choose between using the Google Identity Services| Google for Developers
Setting up OAuth 2.0| Google for Developers
This reference page describes the Sign In With Google HTML data attributes API.| Google for Developers
Java| Google for Developers
The JavaScript client library for Sign In With Google and Google One Tap is| Google for Developers
This page describes the user experience (UX) of the Sign in with Google button.| Google for Developers
To add a Sign In With Google button or One Tap and Automatic sign-in| Google for Developers
This guide helps you understand the changes to your web application| Google for Developers
Learn about the different types of redirects, how Google can interpret them, and how they can be useful in Google Search.| Google for Developers
You can set up ecommerce events to collect information about the shopping| Google for Developers
Google Search's AI features can help users find your website. Learn more about how AI features work in Search and how to approach your content's inclusion in these experiences.| Google for Developers
Descubre qué es la indexación centrada en los móviles de Google y consulta las prácticas recomendadas diseñadas para mejorar la experiencia de usuario en la Búsqueda de Google.| Google for Developers
This page provides an overview of the tagging options you can use to measure| Google for Developers
This guide contains detailed descriptions of the One Tap user experience,| Google for Developers
This solution uses Vertex AI and Gemini to analyze Gmail messages and| Google for Developers
This page explains how to build a Google Workspace add-on that works in| Google for Developers
We use a mixture of different platforms to provide support to developers, so| Google for Developers
Google Sheets offers hundreds of| Google for Developers
Scripts can extend certain Google products by adding user-interface elements| Google for Developers
Explore our suite of developer products designed to fuel your innovation, streamline development, and unlock new features and growth for your projects.| Google for Developers
Learn how to use the ARCore Geospatial Creator for Unity.| Google for Developers
Learn how to use the Geospatial Creator tools in Adobe Aero.| Google for Developers
Geospatial anchors are a type of anchor that allow you to place 3D content in the real world.| Google for Developers
Discover links to learn more about and get started with the technology to create world-scale, immersive augmented reality experiences.| Google for Developers
When you use FAQ structured data, you may help users discover information in a rich result. Learn about FAQ schema markup and see examples.| Google for Developers
BoldUse bold formatting, <b> or **, only for| Google for Developers
If you've recently added or made changes to a page on your site, you can request that Google re-index it using any of the methods listed in this guide.| Google for Developers
