Agents for everything else
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AI Engineer · agents, ai engineering, developer tools, automation
AI education source
AWS Skill Builder
AWS AI and ML training
Best for people learning AI services, generative AI apps, and ML workflows on AWS.
Start with: Use an AI/ML learning plan tied to the AWS services you already use.
Videos
Educator videos are listed first. Similar videos are labelled and included when they cover the same skills or adjacent topics.
LangGraph introduction
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LangChain · agents, langgraph, llm orchestration, rag
Hugging Face agents course
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Hugging Face · agents, open models, tools, transformers
RAG and LlamaIndex
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LlamaIndex · rag, documents, agents, context augmentation
LLM evaluation with W&B
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Weights & Biases · evals, llm apps, observability, mlops
AI Engineering with Chip Huyen
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Chip Huyen · ai engineering, production, systems, mlops
Full Stack Deep Learning lecture
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MLOps community production AI
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Skills
Learner questions
Who should learn from AWS Skill Builder?
Cloud developers and solution architects should start here when they need cloud ai, agents, mlops, and generative ai. The strongest fit is a learner who wants material in these formats: courses, labs, learning plans.
What should I do first?
Use an AI/ML learning plan tied to the AWS services you already use. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.
What problem does this help with?
Best for people learning AI services, generative AI apps, and ML workflows on AWS. Use this profile when you are comparing educators by topic, level, format, and practical usefulness rather than browsing random AI content.
How do I compare this with other educators?
Compare the skill coverage, the starting recommendation, and the related videos. If you need cloud ai, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.
Related resources
| Resource | Kind | Level | Use when |
|---|---|---|---|
|
OpenAI Cookbook
OpenAI
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GitHub repo | Beginner to advanced | You need implementation examples rather than theory. |
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Microsoft AI Agents for Beginners
Microsoft
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GitHub repo | Beginner to intermediate | You want a structured agent learning path with code. |
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Prompt Engineering Guide
DAIR.AI
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Guide | Beginner to advanced | You want examples of prompting techniques and patterns. |
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Hugging Face Agents Course
Hugging Face
|
Free course | Beginner to intermediate | You want a hands-on agent course that uses open-source tools. |
|
LangGraph Academy
LangChain
|
Free course | Intermediate | You want to build multi-step agent workflows with state. |
|
LlamaIndex Docs
LlamaIndex
|
Docs and examples | Intermediate | You need to connect LLMs to documents, data, and retrieval. |
|
Made With ML
Made With ML
|
Free course | Intermediate | You need production ML habits that transfer to AI systems. |
|
AI Engineer Talks
AI Engineer
|
Conference videos | Intermediate to advanced | You want practitioner talks from builders working on the current AI stack. |
|
Full Stack Deep Learning Lectures
Full Stack Deep Learning
|
Course videos | Intermediate to advanced | You want the whole lifecycle of ML and AI product development. |
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AI Engineer
Swyx
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Conference talks | Intermediate to advanced | Use this when you want Swyx's material for ai engineering and related AI skills. |