ResourcesAI & Machine Learning Resources

AI & Machine Learning Resources

AI & Machine Learning Resources

Video Series

  • 3Blue1Brown — Neural Networks Playlist — Grant Sanderson's essential visual series on how neural networks work; also covers linear algebra and calculus. From: Technical AI Workshops for Teachers

  • 3Blue1Brown — Neural Networks (Website) — The web companion to the neural networks series, with additional written explanations. From: Non-Technical AI Workshops for Teachers

  • Welch Labs — Neural Networks Playlist — Welch Labs' complementary series on neural networks; also covers more modern methods like transformers. From: Technical AI Workshops for Teachers

  • YouTube — How LLMs Work — Video referenced in the non-technical AI workshops for building conceptual understanding of language models. From: Non-Technical AI Workshops for Teachers

Interactive Tools

  • TensorFlow Playground — Browser-based neural network sandbox; used in class as a goal to work toward and then surpass. From: Technical AI Workshops for Teachers (Day 2–3)

Prompt Engineering Documentation

  • Anthropic — Prompt Engineering Overview — Official Claude/Anthropic documentation on prompt engineering techniques. From: Comprehensive Prompting Guide (Non-Technical AI Workshops)

  • OpenAI — Prompt Engineering Guide — Official OpenAI documentation on prompting ChatGPT effectively. From: Comprehensive Prompting Guide (Non-Technical AI Workshops)

  • Google — Gemini Prompting Intro — Google's official introduction to prompting with Gemini. From: Comprehensive Prompting Guide (Non-Technical AI Workshops)

  • DeepSeek API Docs — API documentation for DeepSeek, included as a reference for the DeepSeek model. From: Comprehensive Prompting Guide (Non-Technical AI Workshops)

Reading & Research

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