Unlock your ML skills and career potential with deep dive coursework, hands on tutorials, and more
Machine learning (ML) is an exciting and rapidly-developing technology that has the power to create millions of jobs and transform the way we live our daily lives. At AWS, our goal is to put ML in the hands of every developer and data scientist. Whether you are looking for a fun way to learn ML, up-level your professional skill set with online courses, or learn from other developers using AWS, you came to the right place. Choose the learning style and pace that works for you.
Course spotlight

Machine Learning University
Level: Beginner - Intermediate - Advanced
Learn and apply ML with self paced online training used to train Amazon's own developers on ML.

Practical Data Science Specialization
Level: Advanced
Become a Practical Data Science expert. Develop and scale your data science projects using Amazon SageMaker.

ML Essentials for Business
Level: Beginner
Make informed decisions with foundational ML knowledge and drive your organization's strategy - no prior ML expertise required.
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Learn hands on
Get started quickly with interactive educational devices like AWS DeepRacer, DeepComposer, and DeepLens.

Enroll in digital courses
Reach your professional ML goals with a variety of digital courses, each tailored to specific learning styles and skill levels.

Learn from experts
Meet the vibrant community of AWS ML customers, influencers, and experts and get started with videos, books, and tutorials.

Dive deep
Advance your ML skills with webinars, tutorials, and workshops made for data scientists and developers.

Transform your business
Learn how ML can transform your business from reducing operational costs to accelerating decision making.
Beginner
Learn hands on
Get started on ML quickly with our hands-on educational devices. These devices are an easy and fun way to learn the basics of cutting-edge ML techniques including reinforcement learning, generative AI, and deep learning.

AWS DeepRacer
Get hands-on with machine learning through a 3D racing simulator, fully autonomous 1/18th scale car, and global racing league.

AWS DeepComposer
Get started with generative AI through the creation of a melody that transforms into a completely original song in seconds using AI.

AWS DeepLens
Learn the basics of deep learning through computer vision projects, tutorials, and real world, hands-on exploration.
BEGINNER-INTERMEDIATE
Enroll in a digital course
Reach your professional and technical goals with a variety of digital courses, each tailored to specific learning styles and skill levels. Earn a certification, learn on your own schedule, or find a Massive Open Online Course to fit your needs.

Master ML with courses by AWS experts
Start your education journey with a role-based learning path and gain the skills needed to use ML in your professional life.

Machine Learning University
Get access to the same courses used to train Amazon’s own engineers on ML, available to you at any time.
BEGINNER-INTERMEDIATE
Learn from expert developers and data scientists
The AWS ML Community is a vibrant group of developers, data scientists, researchers, and business decision makers that dive deep on machine learning concepts, contribute to real-world applications, and collaborate on projects together. Check out the community and get started with videos, books, and tutorials.

Chris Miller's Poopinator
Learn how to build your first computer vision model with AWS DeepLens.
INTERMEDIATE-ADVANCED
Dive deep
Level-up your existing knowledge of ML with these specialized webinars, tutorials, and workshops for aspiring ML developers, skilled data scientists, and everyone in between. Check out existing episodes or sign up for upcoming sessions covering the latest in AWS ML.

SageMaker Fridays
Learn how to build, train, and deploy models with Amazon SageMaker through our Twitch series for developers, data scientists, and researchers.

AWS Power Hour Machine Learning
AWS expert hosts Jon Dion and Kirsten Dupart, as well as special guests, will demonstrate how to build apps with AI Services from AWS.

Tech Talks
Join us for online presentations led by AWS solutions architects and engineers.
BUSINESS LEADERS
Transform your business
Learn more about how ML can transform your business from reducing operational costs to accelerating decision making. This collection of eBooks, case studies, and digital trainings will help you better understand how to apply ML to your business use case.

ML for business resources
Get access to eBooks, infographics, and business-oriented machine learning guides.

ML Embark
AWS ML Embark provides onboarding, training, and implementation support to launch your machine learning journey.

ML for business challenges
Take this AWS Training and Certification course to understand how ML can help you solve your business problems.
More resources
Here are some additional resources to help you learn more and kick off your ML journey.

10-minute tutorials
Get started and learn how to quickly use AI and ML services with these 10-minute tutorials.

AWS ML deep dive
Advance your knowledge of AWS ML with this detailed guide to all AWS ML services.