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

Applied LLM Engineering

Building things people use: retrieval, prompts, agents and production architecture.

6decks

652cards

Retrieval & RAG

Vector stores, hybrid retrieval and reranking, and when to retrieve instead of fine-tune.

161 cards 14 concepts

Prompt Engineering

In-context learning, chain of thought, structured output, compression and injection-aware design.

94 cards 10 concepts

Agents & Tool Use

Function calling, ReAct loops, MCP, agent memory architectures and evaluation harnesses.

169 cards 15 concepts

Claude Certified Architect

Agentic loops, coordinator-subagent designs, tool interfaces and reliability patterns for Claude.

82 cards 10 concepts

LLM Application Architecture

Routing, fallbacks, caching layers, structured state, and the reference shapes production LLM apps take.

74 cards 7 concepts

AI for Software Engineering

Code models, repository context, patch generation, test-driven agents and SWE benchmarks.

72 cards 7 concepts