Best first move
Pick one educator from the table, watch one matched video, then open one hands-on resource. The aim is to leave with a working habit, project, or mental model tied to developers.
AI learning guide
Best AI educators for developers
Build LLM apps, agents, RAG systems, local model tools, and AI workflows.
Quick answer
How to shortlist
Compare audience, level, format, and starting point. Favor a source that matches your current role and gives you exercises, examples, docs, or code you can use immediately.
What to avoid
Avoid collecting dozens of generic AI tips. Use this guide to choose a narrow learning loop: one topic, one educator, one video, one resource, one application in your own work.
Videos to watch
Prompt engineering for developers
DeepLearning.AI
Agents for everything else
AI Engineer
Machine learning crash course
Google for Developers
Neural networks from scratch
Andrej Karpathy
LLM evaluation with W&B
Weights & Biases
2025 in LLMs so far
Simon Willison
AI Engineering with Chip Huyen
Chip Huyen
Educators and sources
| Educator / source | Best for | Skills | Start with |
|---|---|---|---|
| Developers, AI engineers | AI engineering, Agents, Developer tools | Watch AI Engineer talks for production patterns and tool choices. | |
| Everyone from beginners to builders | Prompting, Agents, RAG, ML foundations | Start with ChatGPT Prompt Engineering for Developers, then pick a RAG or agents course. | |
| Developers, data scientists | Practical ML, Ethics, Education | Use fast.ai essays and course material alongside hands-on notebooks. | |
| Developers, technical generalists | LLM tools, Prompting, AI safety, Local models | Read recent LLM posts and try the llm command-line tool. | |
| Developers building LLM apps | Structured outputs, Extraction, RAG | Try the Instructor examples for extraction and validation. | |
| Builders shipping LLM systems | Evals, RAG, LLM product quality | Read the evals guide and build a small test set for your own app. | |
| Engineers, ML practitioners | AI engineering, Systems, Production ML | Use the book page and related essays as a production engineering path. | |
| Developers, researchers | Prompting, RAG, Reasoning, Agents | Use the prompting techniques and RAG sections as a reference. | |
| Visual learners, developers | Transformers, Embeddings, LLM concepts | Read The Illustrated Transformer, then The Illustrated GPT-2. | |
| Developers, engineering leaders | AI coding, Engineering workflows, Frontend | Look for AI coding and engineering workflow posts. | |
| AI engineers, founders, researchers | AI engineering, Industry context, Model ecosystem | Pick interviews with engineers building tools you already use. | |
| Developers and ML learners | Agents, Transformers, Diffusion, Open models | Take the Agents Course if you want agent basics, or the NLP/Transformers course if you need model fundamentals. | |
| Beginners learning ML foundations | ML foundations, Classification, Embeddings, Neural networks | Start the Machine Learning Crash Course and finish the exercises rather than only watching videos. | |
| Developers building agents and LLM apps | LangGraph, Agents, LLM orchestration, RAG | Start with Introduction to LangGraph and work through the notebooks. | |
| Developers building RAG and document agents | RAG, Agents, Document workflows, Context augmentation | Read the LlamaIndex introduction, then build a small document Q&A app. | |
| Developers evaluating and deploying LLM apps | LLM apps, Evals, Experiment tracking, MLOps | Take Building LLM-powered apps, then the evaluation material. | |
| Developers building with OpenAI APIs | API examples, RAG, Agents, Structured outputs | Search the cookbook for the exact pattern you need and run the notebook locally. | |
| Developers learning agents from concept to code | Agents, Multi-agent workflows, Tool use | Start with lesson 1 on what agents are, then build through the GitHub lessons. |
Resources
Neural Networks: Zero to Hero
Video course · Andrej Karpathy · Intermediate
You want to understand neural networks and language models from code.
ChatGPT Prompt Engineering for Developers
Short course · DeepLearning.AI · Beginner
You want a short, structured intro to prompting for software tasks.
AI Engineering
Book · Chip Huyen · Intermediate to advanced
You are moving from demos to production systems.
LLM Evals
Guide · Hamel Husain · Intermediate
Your AI app needs quality checks before users see it.
Google Machine Learning Crash Course
Free course · Google for Developers · Beginner
You need practical ML vocabulary before deeper AI engineering.
W&B LLM Evaluation Course
Free course · Weights & Biases · Intermediate
You need to debug and measure LLM app quality.
AI Engineer Talks
Conference videos · AI Engineer · Intermediate to advanced
You want practitioner talks from builders working on the current AI stack.
Simon Willison: 2025 in LLMs so far
Talk · Simon Willison · Beginner to advanced
You want a grounded tour of current LLM tooling and tradeoffs.
AI Engineer
Conference talks · Swyx · Intermediate to advanced
Use this when you want Swyx's material for ai engineering and related AI skills.
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 resources
Newsletter · Addy Osmani · Beginner to intermediate
Use this when you want Addy Osmani's material for ai coding and related AI skills.
Latent Space
Podcast · Latent Space · Intermediate to advanced
Use this when you want Latent Space's material for ai engineering and related AI skills.
Machine Learning Crash Course
Course · Google for Developers · Beginner
Use this when you want Google for Developers's material for ml foundations and related AI skills.
W&B Courses
Free courses · Weights & Biases · Intermediate
Use this when you want Weights & Biases's material for llm apps and related AI skills.
Python Engineer
YouTube tutorials · Patrick Loeber · Beginner to intermediate
Use this when you want Patrick Loeber's material for pytorch and related AI skills.
freeCodeCamp AI and machine learning courses
Articles · freeCodeCamp · Beginner to intermediate
Use this when you want freeCodeCamp's material for python and related AI skills.
Questions this guide answers
Which AI educators are best for software developers?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.
How do I move from API demos to useful AI apps?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.
Which resources teach coding with AI and LLM app architecture?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.