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.
Video matches
Watch first when you want a fast feel for the topic before opening courses, docs, or profiles.
MLOps community production AI
MLOps Community · mlops, production ml, ai systems, deployment
Craig Hewitt YouTube: 100 Days of AI
Craig Hewitt · ai leadership, founder workflows, business systems, automation
Made With ML
Made With ML · mlops, testing, deployment
Educators
Brian Casel
Builder Methods · Beginner to intermediate
Useful for turning AI experiments into repeatable internal workflows.
Skills
Founder workflows, Systems, Automation
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
Chip Huyen
AI Engineering · Intermediate to advanced
Good systems-level view of building AI applications responsibly.
Skills
AI engineering, Systems, Production ML
Eugene Yan
Eugene Yan · Intermediate to advanced
Useful for practical ML and LLM systems thinking without vendor hype.
Skills
Applied ML, Recommenders, LLM systems
Craig Hewitt
Craig Hewitt and 100 Days of AI · Beginner to intermediate
Operator-led AI education for founders who need practical business workflows, team redesign, and AI-native leadership without becoming machine learning engineers.
Skills
AI leadership, Founder workflows, Business systems, Automation
Nate Herk
AI Automation Society · Beginner to intermediate
Large Skool community focused on taking people from watching AI videos to building practical automations and repeatable operating systems.
Skills
AI automation, n8n, Business workflows, AI operating systems
Liam Ottley
AI Automation Agency Hub · Beginner to intermediate
Very large Skool community for learning how to package and sell AI automation services to businesses.
Skills
AI agencies, Client acquisition, Automation offers, Business systems
Jack Roberts
AI Automations by Jack · Beginner to intermediate
Business-first automation teaching for people who want support, templates, and examples while learning to build systems.
Skills
AI automation, Claude Code, Client workflows, AI services
Bryan Zimmerman
AI Marketing Insiders · Beginner to intermediate
Skool community for marketers and owners who want AI marketing systems that work beyond generic prompt lists.
Skills
AI marketing, Campaign systems, Content workflows, Customer acquisition
AI Operators Club
AI Operators Club · Beginner to intermediate
Community for people who want to leverage AI and build practical things that work in operating businesses.
Skills
AI operations, Claude, GoHighLevel, Automation, Business systems
AI Automation Circle
AI Automation Circle · Beginner to intermediate
Structured Skool community built around live feedback and support for people learning to build automations.
Skills
AI automation, Live hotseats, Client systems, Workflow support
School of AI Automation
School of AI Automation · Beginner to intermediate
Skool community aimed at people who want reliable AI agent systems and their first clients without starting as engineers.
Skills
AI agents, Client acquisition, Templates, Automation systems
The AI Income Lab
The AI Income Lab · Beginner to intermediate
Community framed around helping business owners create systems with AI rather than learning to code.
Skills
AI income, Business systems, No-code AI, Automation
Faisal Khan
Creator Academy AI · Beginner to intermediate
Low-cost Skool community teaching creators to make AI visuals, ads, avatars, and content systems.
Skills
AI video, AI image creation, UGC ads, AI influencers
Vianney Wilson
AI Systemizers · Beginner to intermediate
Business-owner community for using AI, automation, and systems to increase revenue without adding operational drag.
Skills
Business systems, AI automation, Sales systems, Founder freedom
Johnny Nel
The AI Founder's Vault+ · Beginner to intermediate
Explicitly built for non-technical founders and creators who want tools, templates, and systems for building with AI.
Skills
Plug-and-play AI, Founder tools, Templates, CRM workflows
Valdo AI
Valdo AI prompts and GPTs · Beginner to intermediate
Skool profile focused on helping business owners increase profits with prompts, custom GPTs, and growth systems.
Skills
AI prompts, Custom GPTs, Notion workflows, Growth systems
The AI-Driven Business Summit
The AI-Driven Business Summit · Beginner to intermediate
Summit community focused on expert sessions, tools, and AI revenue systems for women business owners.
Skills
AI business, Skool growth, Community monetization, AI tools
AI for Business
AI for Business · Beginner to intermediate
Skool group with classroom-style learning for business owners getting started with AI and automation.
Skills
AI for business, Automation, Marketing systems, Community learning
The AI Automators
The AI Automators · Beginner to intermediate
Focused tutorials on practical AI automations and tool integrations for people who want to build useful systems quickly.
Skills
AI automation, Workflow tools, Business systems, Tool integrations
Connor Cahill
Connor Cahill · Beginner to intermediate
Teaches AI automation and agency-building concepts for people turning AI workflows into client services.
Skills
AI agencies, Automation, Client offers, No-code systems
Serge Gatari
Serge Gatari · Beginner to intermediate
Business-first AI agency education focused on selling and delivering AI services.
Skills
AI consulting, Agency systems, Sales, Automation
Ruben Hassid
EasyGen and AI content workflows · Beginner to intermediate
Known for AI-assisted content and LinkedIn writing workflows aimed at business users rather than engineers.
Skills
AI writing, LinkedIn content, Personal branding, Content systems
Rob Lennon
Rob Lennon AI writing · Beginner to intermediate
Teaches writers and creators how to use AI for better output, ideation, editing, and repeatable content systems.
Skills
AI writing, Prompting, Content systems, Creator workflows
Providers and platforms
HF
Hugging Face
Hugging Face Learn · Beginner to advanced
One of the best free ecosystems for learning open-source AI by building with models, datasets, spaces, agents, context engineering, and MCP workflows.
Topics
Agents, Context engineering, MCP, Transformers, Post-training, Open models
M
Microsoft
AI Agents for Beginners · Beginner to intermediate
A structured lesson path for understanding when to use agents and how to build simple agentic systems.
Topics
Agents, Multi-agent workflows, Tool use
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
GC
Google Cloud Skills Boost
Google Cloud AI learning paths · Beginner to advanced
Hands-on labs for people building AI systems on Google Cloud and Vertex AI.
Topics
Cloud AI, Vertex AI, Generative AI, MLOps
N
n8n
n8n AI workflow tutorials · Intermediate
Good for building agentic workflows that connect LLMs with APIs and business systems.
Topics
Automation, Agents, Tool use, Workflow design
M
Milvus
Milvus tutorials · Intermediate
Good for learning vector database concepts and scaling retrieval systems.
Topics
Vector databases, RAG, Embeddings, Search
A
AutoGen
Microsoft AutoGen docs · Intermediate
Good for learning multi-agent design patterns and conversation-based orchestration.
Topics
Agents, Multi-agent workflows, Tool use, AI engineering
Learning paths
RAG and knowledge systems
Developers building AI apps
Learn first
- Chunking and retrieval
- Structured extraction
- Reranking
- Grounded answers
Good matches
Open next
Resources
Craig Hewitt YouTube: 100 Days of AI
YouTube channel · Craig Hewitt · Beginner to intermediate
You want practical AI implementation videos from a founder using AI inside a real SaaS business.
ai leadership, founder workflows, business systems, automation
LLM Fundamentals
Free video tutorial · Matt Pocock · Beginner
You need clear mental models for system prompts, tokens, context windows, tools, and agents before building or using AI systems seriously.
llm fundamentals, tokens, context windows, tools, agents
AI Engineering
Book · Chip Huyen · Intermediate to advanced
You are moving from demos to production systems.
ai engineering, production, systems
Made With ML
Free course · Made With ML · Intermediate
You need production ML habits that transfer to AI systems.
mlops, testing, deployment
Builder Methods
Newsletter · Brian Casel · Beginner to intermediate
Use this when you want Brian Casel's material for founder workflows and related AI skills.
Founder workflows, Systems, Automation
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
Eugene Yan
Essays · Eugene Yan · Intermediate to advanced
Use this when you want Eugene Yan's material for applied ml and related AI skills.
Applied ML, Recommenders, LLM systems
Craig Hewitt and 100 Days of AI
Website · Craig Hewitt · Beginner to intermediate
Use this when you want Craig Hewitt's material for ai leadership and related AI skills.
AI leadership, Founder workflows, Business systems, Automation
AI Automation Society
Community · Nate Herk · Beginner to intermediate
Use this when you want Nate Herk's material for ai automation and related AI skills.
AI automation, n8n, Business workflows, AI operating systems
AI Automation Agency Hub
Community · Liam Ottley · Beginner to intermediate
Use this when you want Liam Ottley's material for ai agencies and related AI skills.
AI agencies, Client acquisition, Automation offers, Business systems
AI Marketing Insiders
Community · Bryan Zimmerman · Beginner to intermediate
Use this when you want Bryan Zimmerman's material for ai marketing and related AI skills.
AI marketing, Campaign systems, Content workflows, Customer acquisition
AI Operators Club
Community · AI Operators Club · Beginner to intermediate
Use this when you want AI Operators Club's material for ai operations and related AI skills.
AI operations, Claude, GoHighLevel, Automation, Business systems
AI Automation Circle
Community · AI Automation Circle · Beginner to intermediate
Use this when you want AI Automation Circle's material for ai automation and related AI skills.
AI automation, Live hotseats, Client systems, Workflow support
School of AI Automation
Community · School of AI Automation · Beginner to intermediate
Use this when you want School of AI Automation's material for ai agents and related AI skills.
AI agents, Client acquisition, Templates, Automation systems
The AI Income Lab
Community · The AI Income Lab · Beginner to intermediate
Use this when you want The AI Income Lab's material for ai income and related AI skills.
AI income, Business systems, No-code AI, Automation
AI Systemizers
Community · Vianney Wilson · Beginner to intermediate
Use this when you want Vianney Wilson's material for business systems and related AI skills.
Business systems, AI automation, Sales systems, Founder freedom
Valdo AI prompts and GPTs
Community · Valdo AI · Beginner to intermediate
Use this when you want Valdo AI's material for ai prompts and related AI skills.
AI prompts, Custom GPTs, Notion workflows, Growth systems
AI for Business
Community · AI for Business · Beginner to intermediate
Use this when you want AI for Business's material for ai for business and related AI skills.
AI for business, Automation, Marketing systems, Community learning
The AI Automators
YouTube tutorials · The AI Automators · Beginner to intermediate
Use this when you want The AI Automators's material for ai automation and related AI skills.
AI automation, Workflow tools, Business systems, Tool integrations
Connor Cahill
YouTube · Connor Cahill · Beginner to intermediate
Use this when you want Connor Cahill's material for ai agencies and related AI skills.
AI agencies, Automation, Client offers, No-code systems
Serge Gatari
YouTube · Serge Gatari · Beginner to intermediate
Use this when you want Serge Gatari's material for ai consulting and related AI skills.
AI consulting, Agency systems, Sales, Automation
EasyGen and AI content workflows
LinkedIn · Ruben Hassid · Beginner to intermediate
Use this when you want Ruben Hassid's material for ai writing and related AI skills.
AI writing, LinkedIn content, Personal branding, Content systems
Rob Lennon AI writing
Newsletter · Rob Lennon · Beginner to intermediate
Use this when you want Rob Lennon's material for ai writing and related AI skills.
AI writing, Prompting, Content systems, Creator workflows
Typeshare and digital writing
Writing platform · Nicolas Cole · Beginner to intermediate
Use this when you want Nicolas Cole's material for ai-assisted writing and related AI skills.
AI-assisted writing, Content systems, Personal brand, Idea development
The Saturday Solopreneur
Newsletter · Justin Welsh · Beginner to intermediate
Use this when you want Justin Welsh's material for solopreneur systems and related AI skills.
Solopreneur systems, Content workflows, AI-assisted operations, Audience growth
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 marketing and growth systems
Newsletter · Kieran Flanagan · Beginner to intermediate
Use this when you want Kieran Flanagan's material for ai marketing and related AI skills.
AI marketing, Growth systems, Content strategy, AI adoption
Foundation Marketing
Newsletter · Ross Simmonds · Beginner to intermediate
Use this when you want Ross Simmonds's material for ai content marketing and related AI skills.
AI content marketing, Distribution, SEO, Content systems
Growth Memo
Newsletter · Kevin Indig · Beginner to intermediate
Use this when you want Kevin Indig's material for ai search and related AI skills.
AI search, SEO strategy, Growth, Content systems
Authentic Business and AI
Courses · George Kao · Beginner to intermediate
Use this when you want George Kao's material for ai content and related AI skills.
AI content, Authentic marketing, Creator systems, Business workflows
Awesome Creator Academy
YouTube · Roberto Blake · Beginner to intermediate
Use this when you want Roberto Blake's material for ai creator tools and related AI skills.
AI creator tools, Content systems, YouTube workflows, Creator business
Freelance Friday
YouTube · Latasha James · Beginner to intermediate
Use this when you want Latasha James's material for ai social media and related AI skills.
AI social media, Freelance workflows, Client content, Marketing systems
The Data Exchange
Podcast · Ben Lorica · Intermediate
Use this when you want Ben Lorica's material for data systems and related AI skills.
Data systems, ML engineering, AI trends