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AI Foundations
Understand what AI is, how systems learn, where they fail, and how to judge claims without hype.
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Each course includes explicit outcomes, mapped competencies, practice activities, and an applied capstone.
02
Responsible AI User
Use AI productively while protecting privacy, checking outputs, and preserving human accountability.
03
AI at Work
Evaluate workplace use cases, run safe pilots, measure value, and communicate changes responsibly.
04
AI Policy & Society
Analyze AI systems through rights, equity, governance, safety, and public-interest outcomes.
05
Building with AI Systems
Understand language models, retrieval, agents, evaluation, cost, and deployment safeguards through practical system design.
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FundamentalsCore concepts: how AI works at a high level.84 guides Language AILLMs, NLP, ChatGPT, prompting, and text understanding.155 guides Visual AIImage generation, computer vision, video, and design.133 guides Audio AIVoice, music, podcasting, and audio-first AI.117 guides CompaniesProfiles of OpenAI, Anthropic, Google, Meta, and more.121 guides ApplicationsHow AI shows up in coding, search, agents, and daily life.111 guides IndustriesAI in healthcare, finance, education, energy, and more.91 guides TechnicalChips, fine-tuning, RAG, vectors, and AI infrastructure.177 guides SocietyBias, privacy, copyright, safety, and the AI future.30 guides
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Fundamentals
Chinchilla Compute-Optimal Training
Chinchilla is a 2022 DeepMind finding that most large language models were badly undertrained: for a fixed compute budget you should scale parameters…
FundamentalsGrouped Reward Normalization in RLHF
Grouped reward normalization standardizes a model's rewards within a batch of responses to the same prompt, turning noisy scores into a stable training…
Visual AIMip-NeRF and Anti-Aliased Radiance Fields
Mip-NeRF fixes the blurry, jagged artifacts that plague the original NeRF when you render scenes at different distances or resolutions.
Visual AIPlenoxels and Voxel Radiance Fields
Plenoxels showed that you can reconstruct a 3D scene with NeRF-quality results without any neural network at all — just a grid of voxels storing color…
Visual AIDUSt3R Dense 3D Reconstruction
DUSt3R reconstructs dense 3D geometry from a handful of ordinary photos without needing known camera positions or calibration.
Audio AIMean Opinion Score Evaluation
Mean Opinion Score (MOS) is a 1-to-5 average rating from human listeners that measures how good synthesized or transmitted audio sounds.
Audio AIConstant-Q Transform for Audio
The Constant-Q Transform (CQT) is a frequency analysis that uses logarithmically spaced bins matched to musical pitch, instead of the evenly spaced bins…
Audio AIFilterbank and PLP Features
Filterbank and Perceptual Linear Prediction (PLP) features are ways of summarizing a speech signal into compact, perceptually meaningful numbers that machine…
CompaniesComma.ai and Openpilot
Comma.ai is a scrappy San Diego startup, founded by iPhone-hacker George Hotz, that turns ordinary cars into semi-autonomous vehicles using a small…
CompaniesSkild AI and Robotics Foundation Models
Learn Skild AI and robotics foundation models: what Skild Brain is, why general-purpose robot models matter, and how the company aims to reuse one policy…
CompaniesPhysical Intelligence and pi-zero
Physical Intelligence (often styled with the pi symbol) is a San Francisco startup building general-purpose AI for robots, and pi-zero is its flagship…
Visual AITune-A-Video One-Shot Editing
Tune-A-Video fine-tunes a pretrained text-to-image diffusion model on a single video so it can re-edit that clip from new text prompts.
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