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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.
83 matches for "product"
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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AI product leadership
Peter Yang · product, ai product, strategy, ai adoption
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AI product examples
Lenny Rachitsky · product, growth, ai adoption, strategy
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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
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AI Evals for Engineers & PMs
Hamel Husain and Shreya Shankar · evals, product, llm reliability
Educators
Josh Pigford
Initial Commit · Beginner to intermediate
Practical AI use for small businesses, product decisions, and repeatable operations.
Skills
Founder workflows, Product ops, Automation
Peter Yang
Become an AI Powered Product Leader · Intermediate
Clear product-focused teaching for using AI in planning, writing, and team workflows.
Skills
Product strategy, Writing, AI adoption
Lenny Rachitsky
How I AI · Beginner to intermediate
Good for seeing how operators and product leaders actually use AI at work.
Skills
Product, Growth, Team adoption
Swyx
AI Engineer · Intermediate to advanced
A useful hub for the emerging AI engineering stack and practitioner talks.
Skills
AI engineering, Agents, Developer tools
Simon Willison
Simon Willison on LLMs · Beginner to advanced
Consistently useful notes, demos, model comparisons, and warnings about practical LLM use without product marketing gloss.
Skills
LLM tools, Prompting, AI safety, Local models, Model selection
Hamel Husain
Hamel's AI evals guides · Intermediate to advanced
Very practical material on evaluating LLM apps before they disappoint users.
Skills
Evals, RAG, LLM product quality
Shreya Shankar
AI Evals for Engineers and PMs · Intermediate
Useful if you need to judge whether an AI feature is actually improving.
Skills
Evals, LLM reliability, Product quality
Chip Huyen
AI Engineering · Intermediate to advanced
Good systems-level view of building AI applications responsibly.
Skills
AI engineering, Systems, Production ML
Igor Pogany
The AI Advantage · Beginner to intermediate
Practical, non-technical AI workflow education for people who want repeatable business results rather than tool trivia.
Skills
AI productivity, ChatGPT, Business workflows, Prompting
Tony Robbins
The AI Advantage · Beginner to intermediate
Brings AI education to a broad entrepreneurial audience that may not identify as technical.
Skills
AI productivity, Business growth, Mindset, Prompting
Dean Graziosi
The AI Advantage · Beginner to intermediate
Useful for creators and coaches who want to use AI in content, offers, and day-to-day execution.
Skills
AI productivity, Creator businesses, Offers, Business workflows
Mesha Bazemore
AI Creator Academy by DCT · Beginner to intermediate
Explicitly non-tech AI training for everyday people who want creator, digital product, and income workflows.
Skills
AI creator skills, Digital products, AI art, Canva, Side hustles
Eldar Agayev
ship - mobile app founders · Beginner to intermediate
Community for people launching apps using AI by talking through product ideas and letting tools build the first version.
Skills
AI app building, Vibe coding, Mobile apps, Launch strategy
Markens Castelly
AI Creators Academy · Beginner to intermediate
Creator-focused AI community for people building confidence, content, and small businesses with AI tools.
Skills
AI creator workflows, Digital products, Mindset, Content
AskSpot.ai User Community
AskSpot.ai User Community · Beginner to intermediate
Product community where non-technical users can learn an AI assistant tool with tips, training, and peer support.
Skills
AI assistants, Customer support, Training videos, Tool adoption
Luv2Learn AI Lab
Luv2Learn AI Lab · Beginner to intermediate
Community with hands-on AI music and creative tool workshops for non-technical creators.
Skills
AI music, Suno, Creative prompts, Digital products
Brett Malinowski
Brett Malinowski · Beginner to intermediate
Accessible AI tool and no-code build tutorials for people exploring AI-powered products and businesses.
Skills
AI tools, No-code apps, Automation, Business ideas
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
Aadit Sheth
Aadit Sheth AI workflows · Beginner to intermediate
Shares practical AI and productivity workflows that are accessible to knowledge workers and creators.
Skills
AI productivity, Creator workflows, Prompting, Systems
Alicia Lyttle
AI InnoVision · Beginner to intermediate
Business-facing AI education for entrepreneurs who want confidence using AI for productivity and growth.
Skills
AI business, Prompting, Productivity, Marketing workflows
Allie K. Miller
Allie K. Miller AI education · Beginner to intermediate
Clear business-oriented AI education from a former AI executive, useful for leaders who need strategic fluency.
Skills
AI strategy, AI literacy, Leadership, Business adoption
Rachel Woods
The AI Exchange · Beginner to intermediate
Designed for professionals learning how to use AI in day-to-day business work without a technical background.
Skills
AI literacy, Productivity, Workflow design, Team training
Greg Isenberg
Late Checkout and Startup Ideas · Beginner to intermediate
Accessible AI business and startup idea education for founders who want to spot opportunities and prototype quickly.
Skills
AI business ideas, Community-led products, No-code prototypes, Founder workflows
Zain Kahn
Superhuman AI · Beginner to intermediate
Practical AI newsletter for non-technical professionals looking for tools and workflows they can use quickly.
Skills
AI productivity, Tool discovery, Business workflows, Prompting
Providers and platforms
FS
Full Stack Deep Learning
Full Stack Deep Learning · Intermediate to advanced
Practical coverage of the whole ML product lifecycle.
Topics
MLOps, Deployment, Product ML
L
Langfuse
Langfuse Docs · Intermediate
Good operational material for tracing, scoring, and improving production LLM apps.
Topics
Observability, Prompt management, Evals, Tracing
V
Vellum
Vellum Guides · Beginner to intermediate
Useful for product and ops teams that need practical LLM product concepts without getting lost in research.
Topics
Prompt management, Evals, Workflow design
H
Humanloop
Humanloop Blog and Docs · Intermediate
Useful for teams building repeatable AI product processes around prompts, datasets, and evaluations.
Topics
Prompt management, Evals, LLM workflows
MW
Made With ML
Made With ML · Intermediate
Useful path for production ML fundamentals that transfer to AI engineering.
Topics
MLOps, Testing, Deployment, ML systems
MC
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
MA
Maven AI courses
Maven AI courses · Beginner to advanced
Useful discovery surface for live courses taught by practitioners across AI product, work, and engineering.
Topics
AI product, AI leadership, AI workflows, Evals
DC
DataTalks.Club
DataTalks.Club ML Zoomcamp · Beginner to intermediate
Useful structured free courses for the data/ML engineering skills underneath AI products.
Topics
ML engineering, MLOps, Data engineering
U
Udacity
Udacity School of AI · Beginner to advanced
Project-heavy AI learning for people who want structured programs and portfolio work.
Topics
Machine learning, Deep learning, AI product, Computer vision
KA
Khan Academy
AI for Education · Beginner
Useful for seeing AI applied to teaching, tutoring, and student support.
Topics
AI literacy, Education, Tutoring workflows
M
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
M
Milvus
Milvus tutorials · Intermediate
Good for learning vector database concepts and scaling retrieval systems.
Topics
Vector databases, RAG, Embeddings, Search
Learning paths
AI product work
PMs, designers, founders
Learn first
- AI UX patterns
- Use-case selection
- Prototyping
- Measuring quality
Good matches
Open next
Evals and reliability
AI product teams
Learn first
- Test sets
- Human review
- Regression checks
- Quality metrics
Good matches
Open next
Production AI engineering
Engineering teams
Learn first
- Observability
- Cost and latency
- Deployment
- Data pipelines
Good matches
Open next
Resources
5 Agent Skills I Use Every Day
Guide · Matt Pocock · Intermediate
You want a practical entry point into Matt's everyday agent skills and how they fit into real software work.
claude skills, agentic workflows, ai coding, product planning
grill-with-docs: Align Before You Build
Guide / Claude skill · Matt Pocock · Intermediate
You want an AI interview process that uses docs and domain language to clarify a feature before implementation starts.
claude skills, product planning, domain modeling, agentic workflows
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
AI Product Management Specialization
Specialization · Duke University · Beginner to intermediate
You want a structured product-management route for scoping, evaluating, and shipping AI products.
ai product, product management, ai strategy, product quality
OpenAI compare models
Model comparison · OpenAI · Beginner to advanced
You want the official side-by-side capability comparison before swapping OpenAI models in a product or coding workflow.
openai, gpt, model comparison, model selection, frontier models
OpenAI Codex
Official product docs · OpenAI · Beginner to advanced
You want the current OpenAI path for agentic software engineering, code review, and background coding tasks.
codex, coding agents, developer tools, automation, code generation
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
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AI Evals for Engineers & PMs
Cohort course · Hamel Husain and Shreya Shankar · Intermediate
You are shipping AI features and need a serious evaluation workflow.
evals, product, llm reliability
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Lenny's Podcast: AI product episodes
Podcast videos · Lenny Rachitsky · Beginner to advanced
You want AI product examples from PMs and founders.
product, ai adoption, strategy
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Full Stack Deep Learning Lectures
Course videos · Full Stack Deep Learning · Intermediate to advanced
You want the whole lifecycle of ML and AI product development.
mlops, deployment, product ml
Initial Commit
Newsletter · Josh Pigford · Beginner to intermediate
Use this when you want Josh Pigford's material for founder workflows and related AI skills.
Founder workflows, Product ops, Automation
Become an AI Powered Product Leader
Course · Peter Yang · Intermediate
Use this when you want Peter Yang's material for product strategy and related AI skills.
Product strategy, Writing, AI adoption
How I AI
Newsletter series · Lenny Rachitsky · Beginner to intermediate
Use this when you want Lenny Rachitsky's material for product and related AI skills.
Product, Growth, Team adoption
Hamel's AI evals guides
Guides · Hamel Husain · Intermediate to advanced
Use this when you want Hamel Husain's material for evals and related AI skills.
Evals, RAG, LLM product quality
AI Evals for Engineers and PMs
Course · Shreya Shankar · Intermediate
Use this when you want Shreya Shankar's material for evals and related AI skills.
Evals, LLM reliability, Product quality
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
The AI Advantage
Community · Igor Pogany · Beginner to intermediate
Use this when you want Igor Pogany's material for ai productivity and related AI skills.
AI productivity, ChatGPT, Business workflows, Prompting
The AI Advantage
Community · Tony Robbins · Beginner to intermediate
Use this when you want Tony Robbins's material for ai productivity and related AI skills.
AI productivity, Business growth, Mindset, Prompting
The AI Advantage
Community · Dean Graziosi · Beginner to intermediate
Use this when you want Dean Graziosi's material for ai productivity and related AI skills.
AI productivity, Creator businesses, Offers, Business workflows
AI Creator Academy by DCT
Community · Mesha Bazemore · Beginner to intermediate
Use this when you want Mesha Bazemore's material for ai creator skills and related AI skills.
AI creator skills, Digital products, AI art, Canva, Side hustles
AI Creators Academy
Community · Markens Castelly · Beginner to intermediate
Use this when you want Markens Castelly's material for ai creator workflows and related AI skills.
AI creator workflows, Digital products, Mindset, Content
Luv2Learn AI Lab
Community · Luv2Learn AI Lab · Beginner to intermediate
Use this when you want Luv2Learn AI Lab's material for ai music and related AI skills.
AI music, Suno, Creative prompts, Digital products
Aadit Sheth AI workflows
Newsletter · Aadit Sheth · Beginner to intermediate
Use this when you want Aadit Sheth's material for ai productivity and related AI skills.
AI productivity, Creator workflows, Prompting, Systems
AI InnoVision
Summits · Alicia Lyttle · Beginner to intermediate
Use this when you want Alicia Lyttle's material for ai business and related AI skills.
AI business, Prompting, Productivity, Marketing workflows
The AI Exchange
Courses · Rachel Woods · Beginner to intermediate
Use this when you want Rachel Woods's material for ai literacy and related AI skills.
AI literacy, Productivity, Workflow design, Team training
Late Checkout and Startup Ideas
Newsletter · Greg Isenberg · Beginner to intermediate
Use this when you want Greg Isenberg's material for ai business ideas and related AI skills.
AI business ideas, Community-led products, No-code prototypes, Founder workflows
Superhuman AI
Newsletter · Zain Kahn · Beginner to intermediate
Use this when you want Zain Kahn's material for ai productivity and related AI skills.
AI productivity, Tool discovery, Business workflows, Prompting
Wonder Tools
Newsletter · Jeremy Caplan · Beginner to intermediate
Use this when you want Jeremy Caplan's material for ai tools and related AI skills.
AI tools, Productivity, Creative workflows, Teaching
Product-Led SEO
Book · Eli Schwartz · Beginner to intermediate
Use this when you want Eli Schwartz's material for ai seo and related AI skills.
AI SEO, Organic growth, Search strategy, Product-led content
AI Explore
YouTube · Brian Sykes · Beginner to intermediate
Use this when you want Brian Sykes's material for ai tools and related AI skills.
AI tools, Creative AI, Productivity, Prompting
Kevin Stratvert
YouTube tutorials · Kevin Stratvert · Beginner to intermediate
Use this when you want Kevin Stratvert's material for ai productivity and related AI skills.
AI productivity, Microsoft Copilot, Office workflows, Beginner tutorials
Your Nerdy Best Friend
Keynotes · Beth Ziesenis · Beginner to intermediate
Use this when you want Beth Ziesenis's material for ai productivity and related AI skills.
AI productivity, Workplace tools, Non-technical training, Practical apps