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AI Engineering with Chip Huyen
Chip Huyen · ai engineering, production, systems, mlops
AI directory search
Search across educators, skills, and resources.
Use this when you know the topic you need: Claude Code, MCP, evals, RAG, agents, product, coding, prompting, foundations, or model internals.
25 matches for "production"
Video matches
Watch first when you want a fast feel for the topic before opening courses, docs, or profiles.
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Full Stack Deep Learning lecture
Full Stack Deep Learning · mlops, deployment, product ml, production
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MLOps community production AI
MLOps Community · mlops, production ml, ai systems, deployment
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Langfuse Docs
Langfuse · observability, tracing, prompt management
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Made With ML
Made With ML · mlops, testing, deployment
Educators
Swyx
AI Engineer · Intermediate to advanced
A useful hub for the emerging AI engineering stack and practitioner talks.
Skills
AI engineering, Agents, Developer tools
Chip Huyen
AI Engineering · Intermediate to advanced
Good systems-level view of building AI applications responsibly.
Skills
AI engineering, Systems, Production ML
Nicolas Cole
Typeshare and digital writing · Beginner to intermediate
Good for learning how AI can support structured writing and content production without replacing judgment.
Skills
AI-assisted writing, Content systems, Personal brand, Idea development
Agentic AI for Product Managers
Hamza Farooq on Maven · Beginner to intermediate
Useful for PMs who need to design, evaluate, and ship reliable AI systems beyond impressive demos.
Skills
Agentic AI, AI product strategy, Evals, Production AI
Providers and platforms
OpenAI
OpenAI model docs and Cookbook · Beginner to advanced
Official model and implementation material for learning current GPT-5.5 and smaller GPT-5.4 variants, plus Codex workflows, subagents, memories, agent evals, MCP and connector patterns, retrieval, background jobs, prompt engineering, production best practices, model optimization, and structured outputs.
Topics
GPT models, Reasoning models, Model selection, Agents, Subagents, RAG, Structured outputs, MCP, Evals, Memories
Langfuse
Langfuse Docs · Intermediate
Good operational material for tracing, scoring, and improving production LLM apps.
Topics
Observability, Prompt management, Evals, Tracing
Made With ML
Made With ML · Intermediate
Useful path for production ML fundamentals that transfer to AI engineering.
Topics
MLOps, Testing, Deployment, ML systems
MLOps Community
MLOps Community · Intermediate to advanced
Good for learning how practitioners actually ship and maintain ML/AI systems.
Topics
MLOps, Production ML, AI systems, Community learning
Modal
Modal examples · Intermediate
Useful for learning how to run AI workloads, inference jobs, and GPU tasks in production-like environments.
Topics
Deployment, GPU workloads, AI engineering, Batch jobs
Milvus
Milvus tutorials · Intermediate
Good for learning vector database concepts and scaling retrieval systems.
Topics
Vector databases, RAG, Embeddings, Search
Learning paths
Production AI engineering
Engineering teams
Learn first
- Observability
- Cost and latency
- Deployment
- Data pipelines
Good matches
Open next
Resources
AI Engineering
Book · Chip Huyen · Intermediate to advanced
You are moving from demos to production systems.
ai engineering, production, systems
Building and Evaluating Advanced RAG Applications
Short course · DeepLearning.AI · Intermediate
You already know basic RAG and need better retrieval, evaluation, and production-quality patterns.
rag, evals, retrieval, llm apps, ai engineering
OpenAI production best practices
Guide · OpenAI · Intermediate
You are moving from experiments to production and need the official OpenAI guidance on latency, retries, rate limits, safety, monitoring, and operational rollout.
openai, production, reliability, latency, cost
DeepSeek list models
API reference · DeepSeek · Intermediate
You need the live model identifiers available from DeepSeek before wiring production or eval configs.
deepseek, model selection, api reference, reasoning models, coding models
OpenRouter provider routing
Guide · OpenRouter · Intermediate
You need to learn how OpenRouter routes across providers, handles fallbacks, and exposes preference controls before relying on it in production.
openrouter, provider routing, fallbacks, model selection, reliability
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Langfuse Docs
Docs and cookbooks · Langfuse · Intermediate
You need production LLM tracing, scoring, and prompt operations.
observability, tracing, prompt management
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Made With ML
Free course · Made With ML · Intermediate
You need production ML habits that transfer to AI systems.
mlops, testing, deployment
AI Engineering
Book · Chip Huyen · Intermediate to advanced
Use this when you want Chip Huyen's material for ai engineering and related AI skills.
AI engineering, Systems, Production ML
Hamza Farooq on Maven
Maven cohort course · Agentic AI for Product Managers · Beginner to intermediate
Use this when you want Agentic AI for Product Managers's material for agentic ai and related AI skills.
Agentic AI, AI product strategy, Evals, Production AI