AI resource library

Courses, guides, repos, books, and videos.

A working list of resources that are worth opening because they teach a concrete AI skill, implementation pattern, or mental model.

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12 resources.

Watch first

A few video starts for people who learn well from walkthroughs.

Neural Networks: Zero to Hero

You want to understand neural networks and language models from code.

Practical Deep Learning for Coders

You can code and want a practical route into training models.

ChatGPT Prompt Engineering for Developers

You want a short, structured intro to prompting for software tasks.

Resource table

Resource	Kind	Owner	Level	Tags	Use when
Neural Networks: Zero to Hero	Video course	Andrej Karpathy	Intermediate	model internals, neural networks, coding	You want to understand neural networks and language models from code.
Practical Deep Learning for Coders	Free course	fast.ai	Intermediate	deep learning, pytorch, training	You can code and want a practical route into training models.
ChatGPT Prompt Engineering for Developers	Short course	DeepLearning.AI	Beginner	prompting, developers, api	You want a short, structured intro to prompting for software tasks.
OpenAI Cookbook	GitHub repo	OpenAI	Beginner to advanced	api, examples, rag, agents	You need implementation examples rather than theory.
Microsoft AI Agents for Beginners	GitHub repo	Microsoft	Beginner to intermediate	agents, workshops, beginner	You want a structured agent learning path with code.
Build a Large Language Model From Scratch	GitHub repo / book	Sebastian Raschka	Intermediate	llm internals, pytorch, training	You want to build an LLM step by step.
The Illustrated Transformer	Visual guide	Jay Alammar	Beginner to intermediate	transformers, visual, foundations	Transformer architecture still feels fuzzy.
Learn Prompting	Guide	Sander Schulhoff	Beginner to intermediate	prompting, safety, education	You need a broad prompt engineering reference.
Prompt Engineering Guide	Guide	DAIR.AI	Beginner to advanced	prompting, rag, reasoning, agents	You want examples of prompting techniques and patterns.
AI Engineering	Book	Chip Huyen	Intermediate to advanced	ai engineering, production, systems	You are moving from demos to production systems.
LLM Evals	Guide	Hamel Husain	Intermediate	evals, quality, llm apps	Your AI app needs quality checks before users see it.
RLHF Book	Book	Nathan Lambert	Advanced	rlhf, alignment, post-training	You want to understand post-training and preference optimization.