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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
18

Security, Privacy & Adversarial ML

Attacks on models, data and the supply chain, and the defences that survive contact.

5decks
349cards

Adversarial Robustness

Perturbation attacks, adversarial training, certified defences, and the robustness-accuracy tradeoff.

65 cards 6 concepts

Privacy-Preserving ML

Differential privacy accounting, federated learning, secure aggregation, and the utility cost of each guarantee.

76 cards 7 concepts

LLM Application Security

Injection across trust boundaries, tool and sandbox escape, secret exposure and threat modelling for agents.

74 cards 7 concepts

Model Provenance & Watermarking

Output watermarking, content credentials, fingerprinting weights and detecting extraction.

65 cards 6 concepts

ML Supply Chain Security

Untrusted weights and datasets, deserialisation risk, dependency and registry attacks, and signing artefacts.

69 cards 6 concepts
The library

1015 concepts, 11,105 flashcards and 123 long-form pieces on AI, NLP, deep learning, LLMs and agentic systems. Free, no sign-up, no paywall.

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Written and maintained by Praveen T N.

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