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

Human-AI Interaction, Product & Economics

The people using the system, the product decisions around it, and what compute actually costs.

6decks

403cards

Interaction Design for AI

Latency and streaming affordances, error recovery, steering controls, and designing for probabilistic output.

65 cards 6 concepts

AI Product Management

Scoping around uncertainty, quality bars, offline-to-online metric ladders and shipping under model drift.

65 cards 6 concepts

Trust Calibration & Reliance

Over-reliance and automation bias, confidence display, verification cost and human-AI complementarity.

71 cards 6 concepts

Human Data & Annotation

Guideline design, inter-annotator agreement, preference collection, rater sourcing and label noise.

74 cards 7 concepts

Compute Economics

Capex versus tokens, utilisation and depreciation, price-performance curves and the cost floor of inference.

63 cards 6 concepts

AI Diffusion & Labour

Adoption measurement, task-level exposure, productivity studies and what the evidence does and does not show.

65 cards 6 concepts