AWS Machine Learning & AI Courses and Certifications

Amazon Web Services;  Amazon

No-code Machine Learning and Generative AI on AWS

Learn to build no-code machine learning models and use generative AI on AWS. Prepare data, train models, and leverage foundation models for text generation, summarization, and chat using Amazon SageMaker Canvas.

• AWS Skill Builder
• 5 hours 30 minutes
• Self-Paced
• Free Certificate

Amazon Web Services;  Amazon

No-code Machine Learning and Generative AI on AWS (Includes Labs)

Learn no-code machine learning and generative AI on AWS. Build, train, and deploy ML models for tabular and time series data. Use foundation models for text generation, summarization, and chat with RAG.

• AWS Skill Builder
• 10 hours 30 minutes
• Self-Paced
• Paid Course

Introduction to Amazon Bedrock

Learn to use Amazon Bedrock to access foundation AI models and build with AI - without managing complex infrastructure.

• DataCamp
• 3 hours
• Self-Paced
• Free Trial Available

Career Certificate

Prompting for Everyone with Amazon Bedrock Models

220 ratings at CodeSignal

Unlock AI automation with Amazon Bedrock Models through LLM fundamentals, prompt engineering, and workflow automation—no advanced coding needed for real-world productivity gains.

• CodeSignal
• 5 hours
• Self-Paced
• Free Certificate
• 5 courses

Basics of GenAI Foundation Models with Amazon Bedrock

Discover hands-on GenAI development with Amazon Bedrock, covering foundation models, prompt engineering, conversation handling, and AI security guardrails for practical AWS AI applications.

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

Managing Data for GenAI with Bedrock Knowledge Bases

Discover how to build robust data foundations for GenAI applications using Bedrock Knowledge Bases, vector storage, document processing, and RAG querying workflows.

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

Putting Bedrock Models to Action with Strands Agents

Discover how to build intelligent AI agents using Strands that go beyond chatbots to execute real-world tasks, integrate tools, access knowledge bases, and connect with external systems.

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

Career Certificate

Building GenAI Applications with AWS

Unlock the complete GenAI journey on AWS through Bedrock models, Knowledge Bases for RAG, action-capable agents with Strands, and cloud deployment with AgentCore.

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

Training Models in AWS with SageMaker Python SDK

Master cloud-based machine learning by setting up AWS environments, uploading data to S3, and launching scalable training jobs with SageMaker Python SDK for advanced ML workflows.

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

Deploying Models to AWS Endpoints with SageMaker

Master SageMaker deployment with serverless and real-time endpoints. Package models, test at scale, monitor performance, and manage costs for production-ready ML inference solutions.

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

Automating ML Workflows with SageMaker Pipelines

Master automated ML workflows by building robust SageMaker Pipelines that connect data processing, training, evaluation, and deployment into repeatable, monitored systems.

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

Career Certificate

Enterprise Machine Learning with Amazon SageMaker

Master the complete ML lifecycle using Amazon SageMaker to build, train, deploy, and automate scalable machine learning solutions in AWS cloud environments.

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

Amazon Web Services;  Amazon

No-code Machine Learning and Generative AI on AWS (With Labs)

Build no-code ML and generative AI models on AWS using SageMaker Canvas. Learn data preparation, model training, evaluation, and deployment for tabular, time series, and text data without coding experience.

• AWS Skill Builder
• 10 hours 30 minutes
• Self-Paced
• Paid Course

Generative AI on AWS - Amazon Bedrock, RAG & Langchain[2026]

6968 ratings at Udemy

Build 7+ GenAI Use Cases on AWS with Amazon Bedrock, RAG, Langchain, AI Agents, MCP, LLM. No AI/Coding exp req

• Udemy
• 12 hours 15 minutes
• Self-Paced
• Paid Course

Amazon SageMaker

2227 ratings at Udemy

Learn how to leverage the power of AWS SageMaker for your Machine Learning and AI Projects on AWS!

• Udemy
• 5 hours 4 minutes
• Self-Paced
• Paid Course