Flashcards

11,105 cards in 101 decks, written from the same source as the concepts. Space to flip, arrows to move, K and R to sort what you know from what you do not. Progress lives in your browser.

All decks 01Foundations 02Transformer Internals 03Training & Fine-Tuning 04Reinforcement Learning 05Inference, Systems & Hardware 06Applied LLM Engineering 07Reasoning, Evaluation & Safety 08Multimodal & Applications 09Classical ML & Statistical Learning 10Causal Inference & Experimentation 11Time Series & Forecasting 12Graphs, Recommenders & Structured Data 13Generative Modelling Beyond Transformers 14Efficiency, Compression & Edge AI 15Search & Information Retrieval 16Data & Feature Engineering 17MLOps & Platform Engineering 18Security, Privacy & Adversarial ML 19Governance, Risk & Responsible AI 20Human-AI Interaction, Product & Economics

Governance, Risk & Responsible AI

Frameworks, regulation and audit evidence, treated as engineering rather than paperwork.

5decks

340cards

AI Governance Frameworks

NIST AI RMF, ISO/IEC 42001, internal review boards, and turning principles into gates that actually block.

68 cards 7 concepts

AI Regulation & Compliance

The EU AI Act risk tiers, sectoral rules, transparency obligations and evidence a regulator will accept.

66 cards 7 concepts

Fairness & Bias

Group and individual criteria, impossibility results, measurement under missing attributes, and mitigation costs.

67 cards 6 concepts

Transparency & Documentation

Model and system cards, datasheets, disclosure of evaluations, and documentation that survives an audit.

74 cards 7 concepts

AI Assurance & Audit

Third-party evaluation, red-team evidence, incident reporting, and control testing for AI systems.

65 cards 6 concepts