Conference videos
AI Engineer Talks
Intermediate to advanced
You want practitioner talks from builders working on the current AI stack.
AI educator
AI Engineering
Good systems-level view of building AI applications responsibly.
Start with: Use the book page and related essays as a production engineering path.
Conference videos
Intermediate to advanced
You want practitioner talks from builders working on the current AI stack.
Book
Intermediate to advanced
You are moving from demos to production systems.
Book
Intermediate to advanced
Use this when you want Chip Huyen's material for ai engineering and related AI skills.
Engineers, ML practitioners should start here when they need ai engineering, systems, and production ml. The strongest fit is a learner who wants material in these formats: book, essays.
Use the book page and related essays as a production engineering path. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.
Good systems-level view of building AI applications responsibly. Use this profile when you are comparing educators by topic, level, format, and practical usefulness rather than browsing random AI content.
Compare the skill coverage, the starting recommendation, the educator's own resources, and any videos when available. If you need ai engineering, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.
These are not by Chip Huyen. They are included only as optional adjacent material after this educator's own videos and resources.
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MLOps Community · mlops, production ml, ai systems, deployment
| Resource | Kind | Level | Use when |
|---|---|---|---|
|
Craig Hewitt YouTube: 100 Days of AI
Craig Hewitt
|
YouTube channel | Beginner to intermediate | You want practical AI implementation videos from a founder using AI inside a real SaaS business. |
|
The AI Engineer Roadmap
Matt Pocock
|
Free tutorial | Beginner to intermediate | You want a guided path through core AI concepts, model selection, the AI engineering mindset, evals, and techniques for improving LLM-powered apps. |
|
AI Agents in LangGraph
DeepLearning.AI
|
Short course | Intermediate | You want a focused course on building stateful AI agents and agent workflows with LangGraph. |
|
Multi AI Agent Systems with crewAI
DeepLearning.AI
|
Short course | Beginner to intermediate | You want a practical introduction to role-based multi-agent systems and task orchestration. |
|
Building and Evaluating Advanced RAG Applications
DeepLearning.AI
|
Short course | Intermediate | You already know basic RAG and need better retrieval, evaluation, and production-quality patterns. |
|
LangChain for LLM Application Development
DeepLearning.AI
|
Short course | Beginner to intermediate | You want a fast introduction to building LLM applications with chains, retrieval, and tools. |
|
Simon Willison: The last six months in LLMs in five minutes
Simon Willison
|
Talk | Beginner to advanced | You want a grounded tour of current LLM tooling, model tradeoffs, and the practical ecosystem. |
|
Ruben Hassid on X
Ruben Hassid
|
X feed | Beginner | Use this when you want fast, opinionated AI writing and Claude workflow notes from Ruben's current feed. |
|
AI Engineering: Code Is the New Agent Harness
Sumanth P
|
Beehiiv post | Intermediate | You want a concise technical briefing on why code, traces, tests, and harnesses matter for real agent systems. |
|
AI Agents Hour
Mastra
|
YouTube and X livestream | Intermediate | You want a weekly agent-building show that mixes current AI news with technical discussion of agent infrastructure. |
|
VIKTOR.AI
VIKTOR.AI
|
AI-powered engineering apps and agents | Intermediate to enterprise | Use this when the agent problem is domain engineering workflow automation, not general business admin. Find a repeatable engineering calculation, review, or reporting workflow and evaluate whether a domain app is safer than a general agent. |
|
Builder Methods
Brian Casel
|
Newsletter | Beginner to intermediate | Use this when you want Brian Casel's material for founder workflows and related AI skills. |