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AI for Developers

Google Cloud's AI tools are armed with the best of Google's research and technology to help developers focus exclusively on solving problems that matter. We continuously update our products so developers can trust that when using our AI tools, they’re using the best that technology has to offer.

Gartner names Google Cloud a Leader in the 2022 Magic Quadrant for Cloud AI Developer Services

Data Science

Generate insights from data with our complete suite of data management, analytics, and machine learning tools.

AI Infrastructure

Train deep learning and machine learning models cost-effectively and iterate faster with high-performance Cloud GPUs and Cloud TPUs.

Responsible AI

Discover tools and frameworks to understand and interpret your machine learning models. Learn why values-based AI is necessary for developers.

Products and services

Use Case	Products	Good for
AI for Data Scientists	Vertex AI Our new unified machine learning platform will help you build, deploy and scale more effective AI models.	Accelerating data preparation Scaling data Training and experimentation Model deployment
AI for Data Scientists	Vertex AI Workbench The single development environment for the entire data science workflow.	Rapid prototyping and model development Developing and deploying AI solutions on Vertex AI with minimal transition.
AI for Developers	AutoML Train high-quality custom machine learning models with minimal effort and machine learning expertise.	Building custom machine learning models in minutes Training models specific to your business needs
	Cloud Inference API Uncover insights from large scale, typed time-series data.	Indexing and loading a dataset consisting of multiple stored data sources Executing Inference queries over loaded datasets Unloading or canceling the loading of a dataset
	Cloud Natural Language Derive insights from unstructured text using Google machine learning.	Applying natural language understanding to apps with the Natural Language API Training your open ML models to classify, extract, and detect sentiment
	Dialogflow Create conversational experiences across devices and platforms.	Creating natural interaction for complex multi-turn conversations Building and deploying advanced agents quickly Building enterprise-grade scalability
	Media Translation (Beta) Add real-time audio translation to your content and applications.	Delivering real-time speech translation directly from your audio data Scaling quickly with straightforward internationalization
	Speech-to-Text Accurately convert speech into text using an API powered by Google's AI technologies.	Creating automatic speech recognition Transcribing in real time Empowering Google Contact Center AI
	Text-to-Speech Convert text into natural-sounding speech using an API powered by Google's AI technologies.	Improving customer interactions Engaging users with voice user interface in devices and applications Personalizing communication
	Timeseries Insights API (Preview) Large-scale time series forecasting and anomaly detection in real time.	Gathering insights in real time from time series datasets Detecting anomalies while they are happening Handling large scale datasets and running thousands of queries per second
	Translation AI Make your content and apps multilingual with fast, dynamic machine translation.	Delivering seamless user experience with real-time translation Engaging your audience with compelling localization of your content Reaching global markets through internationalization of your products
	Video AI Enable powerful content discovery and engaging video experiences.	Extracting rich metadata at the video, shot, or frame level Creating your own custom entity labels with AutoML Video Intelligence
	Vision AI Derive insights from your images in the cloud or at the edge with AutoML Vision or use pre-trained Vision API models to detect emotion, understand text, and more.	Using ML to understand images with industry-leading prediction accuracy Training ML models to classify images by custom labels using AutoML Vision
AI Infrastructure	Deep Learning Containers Preconfigured and optimized containers for deep learning environments.	Prototyping your AI applications in a portable and consistent environment
	Deep Learning VM Image Preconfigured VMs for deep learning applications.	Accelerating your model training and deployment
	GPUs High-performance GPUs on Google Cloud for machine learning, scientific computing, and 3D visualization.	Speeding up compute jobs like machine learning and HPC Accelerating specific workloads on your VMs
	TensorFlow Enterprise Reliability and performance for AI applications with enterprise-grade support and managed services.	Boosting enterprise development with long-term support on specific distributions Scaling resources across CPUs, GPUs, and Cloud TPUs Developing and deploying TensorFlow across managed services
	TPUs Train and run machine learning models faster than ever before.	Running cutting-edge machine learning models with AI services on Google Cloud Iterating quickly and frequently on machine learning solutions Building your own ML-powered solutions for real-world use cases.

AI for Data Scientists

Vertex AI

Our new unified machine learning platform will help you build, deploy and scale more effective AI models.

Accelerating data preparation
Scaling data
Training and experimentation
Model deployment

Vertex AI Workbench

The single development environment for the entire data science workflow.

Rapid prototyping and model development
Developing and deploying AI solutions on Vertex AI with minimal transition.

AI for Developers

AutoML

Train high-quality custom machine learning models with minimal effort and machine learning expertise.

Building custom machine learning models in minutes
Training models specific to your business needs

Cloud Inference API

Uncover insights from large scale, typed time-series data.

Indexing and loading a dataset consisting of multiple stored data sources
Executing Inference queries over loaded datasets
Unloading or canceling the loading of a dataset

Cloud Natural Language

Derive insights from unstructured text using Google machine learning.

Applying natural language understanding to apps with the Natural Language API
Training your open ML models to classify, extract, and detect sentiment

Dialogflow

Create conversational experiences across devices and platforms.

Creating natural interaction for complex multi-turn conversations
Building and deploying advanced agents quickly
Building enterprise-grade scalability

Media Translation (Beta)

Add real-time audio translation to your content and applications.

Delivering real-time speech translation directly from your audio data
Scaling quickly with straightforward internationalization

Speech-to-Text

Accurately convert speech into text using an API powered by Google's AI technologies.

Creating automatic speech recognition
Transcribing in real time
Empowering Google Contact Center AI

Text-to-Speech

Convert text into natural-sounding speech using an API powered by Google's AI technologies.

Improving customer interactions
Engaging users with voice user interface in devices and applications
Personalizing communication

Timeseries Insights API (Preview)

Large-scale time series forecasting and anomaly detection in real time.

Gathering insights in real time from time series datasets
Detecting anomalies while they are happening
Handling large scale datasets and running thousands of queries per second

Translation AI

Make your content and apps multilingual with fast, dynamic machine translation.

Delivering seamless user experience with real-time translation
Engaging your audience with compelling localization of your content
Reaching global markets through internationalization of your products

Video AI

Enable powerful content discovery and engaging video experiences.

Extracting rich metadata at the video, shot, or frame level
Creating your own custom entity labels with AutoML Video Intelligence

Vision AI

Derive insights from your images in the cloud or at the edge with AutoML Vision or use pre-trained Vision API models to detect emotion, understand text, and more.

Using ML to understand images with industry-leading prediction accuracy
Training ML models to classify images by custom labels using AutoML Vision

AI Infrastructure

Deep Learning Containers

Preconfigured and optimized containers for deep learning environments.

Prototyping your AI applications in a portable and consistent environment

Deep Learning VM Image

Preconfigured VMs for deep learning applications.

Accelerating your model training and deployment

GPUs

High-performance GPUs on Google Cloud for machine learning, scientific computing, and 3D visualization.

Speeding up compute jobs like machine learning and HPC
Accelerating specific workloads on your VMs

TensorFlow Enterprise

Reliability and performance for AI applications with enterprise-grade support and managed services.

Boosting enterprise development with long-term support on specific distributions
Scaling resources across CPUs, GPUs, and Cloud TPUs
Developing and deploying TensorFlow across managed services