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Machine Learning services

Bring AI to everyone with an end-to-end, scalable, trusted platform

Make better decisions, at any scale, when it matters. Bring AI everywhere to everyone using a cloud service for data scientists and developers that helps you build intelligent solutions, analyze data, build better models faster, and orchestrate your machine learning development lifecycle—with the confidence that your data is protected with enterprise-grade security.


New! Azure Machine Learning Services now integrates with ONNX models. Submit and review ONNX models from the Azure Machine Learning Workbench.

Downloadable desktop application and command-line interface for Windows and MacOS. Built-in data preparation learns your data preparation steps as you perform them. Project management, run history, and notebook integration bolsters your productivity. Take advantage of the best open source frameworks, including TensorFlow, Cognitive Toolkit, Spark ML, and scikit-learn.

Learn more about Workbench

Experimentation service

Increase your rate of experimentation. Rapidly prototype on your desktop, then easily scale up on virtual machines or scale out using Spark clusters. Proactively manage model performance, identify the best model, and promote it using data-driven insights. Collaborate and share solutions using popular Git repositories.


Learn more about Experimentation

Model management

Deploy and manage your models everywhere. Use Docker containers to deploy models into production faster in the cloud, on-premises, or at the edge. Promote your best performing models into production and retrain them when their performance degrades.

Learn more about Model Management

Visual Studio Code Tools for AI

New! Work with your ONNX models from Visual Studio Code Tools for AI. Easily convert models from popular toolkits to the ONNX format through WinML tools and programmatically call services to integrate with Azure Machine Learning Services.

Build deep learning models and call services straight from your favorite IDE easier with Azure Machine Learning services built right in. Create a seamless developer experience across desktop, cloud, or at the edge.

Learn more about Visual Studio Code Tools for AI

AI Toolkit for Azure IoT Edge

Bring the power of artificial intelligence and machine learning to the edge. Package pre-built models such as predictive maintenance, image classification, and speech processing and deploy to IoT gateways or devices with Azure Machine Learning and Azure IoT Edge.

Learn more about AI Toolkit for Azure IoT Edge


Quickly create powerful, highly-scalable predictive and analytical models for large image and text datasets by using deep learning and data science tools for Apache Spark.

Learn more about MMLSpark

Related products and services

Machine Learning Studio

Easily build, deploy, and manage predictive analytics solutions


Provision cloud Hadoop, Spark, R Server, HBase, and Storm clusters

Data Science Virtual Machines

Comprehensive pre-configured virtual machines for data science modelling, development and deployment

Start making better decisions using Azure Machine Learning services