AWS Machine Learning & AI Courses and Certifications

AWS DeepRacer Course

Learn the fundamentals of machine learning and reinforcement learning in a fun and engaging way through autonomous driving with AWS DeepRacer.

• Udacity
• 9 hours
• Self-Paced
• Free Online Course

AWS Machine Learning Foundations Course

1 rating

Learn to prepare, train, evaluate, and deploy machine learning models with AWS services and hands-on AWS AI devices.

• Udacity
• 8 weeks
• Self-Paced
• Free Online Course

[NEW] Ultimate AWS Certified AI Practitioner AIF-C01

50879 ratings at Udemy

Practice Exam included + explanations | Learn Artificial Intelligence | Pass the AWS AI Practitioner AIF-C01 exam!

• Udemy
• 10 hours 17 minutes
• Self-Paced
• Paid Course

Career Certificate

Building GenAI Applications with AWS

Learn an end-to-end AWS workflow for turning Bedrock foundation models into grounded, action-capable agents and deploying them with Bedrock AgentCore.

• CodeSignal
• 13 hours
• Self-Paced
• Free Certificate
• 4 courses

Basics of GenAI Foundation Models with Amazon Bedrock

Hands-on introduction to using Amazon Bedrock for foundation-model requests, prompt templates, conversational chaining, and layered content guardrails.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Managing Data for GenAI with Bedrock Knowledge Bases

Build Bedrock Knowledge Bases that turn documents into vectors and power retrieval-augmented answers with source citations.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Deploying Agents to AWS with Bedrock AgentCore

Deploy AI agents from local development to AWS production with Bedrock AgentCore, including testing, conversation management, and resource cleanup.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Career Certificate

Enterprise Machine Learning with Amazon SageMaker

Learn to build, deploy, and automate production machine learning workflows across the full lifecycle with Amazon SageMaker.

• CodeSignal
• 12 hours
• Self-Paced
• Free Certificate
• 4 courses

Training Models in AWS with SageMaker Python SDK

Train, retrieve, and evaluate machine learning models in AWS using the SageMaker Python SDK, from S3 data upload through ModelTrainer workflows.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Deploying Models to AWS Endpoints with SageMaker

Deploy machine learning models to SageMaker serverless and real-time endpoints, test inference performance, and manage endpoint lifecycle, cleanup, and costs.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Managing ML Resources in SageMaker AI Console

Manage machine learning resources, production endpoints, model artifacts, and CloudWatch alarms through the SageMaker AI Console.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Fundamentals of Machine Learning and Artificial Intelligence

3982 ratings at Coursera

Learn the foundations of AI and machine learning: core terminology, how deep learning and generative AI connect, and AWS services that apply these capabilities.

• Coursera
• 1 hour 3 minutes
• Self-Paced
• Free Online Course

Amazon Web Services;  Amazon

Machine Learning Learning Plan

AWSの機械学習サービスとクラウド基盤を学び、SageMakerで画像の物体検出モデルを構築する学習プラン。

• AWS Skill Builder
• 36 hours
• Self-Paced
• Free Certificate

Amazon Web Services;  Amazon

Developing Machine Learning Solutions (Indonesian)

Pelajari siklus hidup solusi machine learning di AWS, evaluasi kinerja model, deployment ke produksi, dan konsep dasar MLOps.

• AWS Skill Builder
• 1 hour
• Self-Paced
• Free Certificate

Amazon Web Services;  Amazon

AWS ML Engineer Associate Curriculum Conclusion (Simplified Chinese)

总结 AWS 机器学习工程师学习路径，回顾课程概念并获取后续学习资源。

• AWS Skill Builder
• 10 minutes
• Self-Paced
• Paid Course