April 24, 2026
A Philosophy of Software Design
Notes
Deep modules, complexity management. Best modern design book.
From:books
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April 24, 2026
Against Method
Notes
Epistemological anarchism. The strongest critique of scientific method.
April 24, 2026
An Introduction to Statistical Learning (ISLR2)
Notes
Best practical stats-based ML introduction ever written.
April 24, 2026
An Introduction to Thermal Physics
Notes
Thermodynamics + statistical mechanics at the right level.
April 24, 2026
API Design Patterns
Notes
Practical patterns for designing internal and public APIs.
April 24, 2026
Artificial Intelligence: A Modern Approach
Notes
The standard AI textbook. Search, logic, planning, learning, language.
April 24, 2026
Book of Proof
Notes
Bridge from computation to proof. Sets, logic, induction, functions.
April 24, 2026
Calculus Made Easy
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Still the gentlest and most irreverent intro to calculus ever written.
April 24, 2026
Classical Mechanics
Notes
The cleanest Newton → Lagrange → Hamilton pipeline.
April 24, 2026
Computer Systems: A Programmer's Perspective (CS:APP)
Notes
How programs run on hardware. Assembly, linking, virtual memory.
April 24, 2026
Consciousness Explained
Notes
Multiple drafts model of consciousness. Anti-qualia manifesto.
April 24, 2026
Crypto101
Notes
Introductory crypto for programmers. Accessible and practical.
April 24, 2026
Database Internals
Notes
Storage engines, B-trees, LSM-trees, distributed database internals.
April 24, 2026
Design Patterns
Notes
The Gang of Four book. Know these patterns even to argue against them.
April 24, 2026
Distributed Systems
Notes
Comprehensive distributed systems textbook, free from the authors.
April 24, 2026
Elementary Differential Equations
Notes
A full ODE treatment including BVPs and series methods.
April 24, 2026
Elements of Information Theory
Notes
The standard information theory textbook. Entropy, channels, coding.
April 24, 2026
Gödel, Escher, Bach: An Eternal Golden Braid
Notes
Consciousness, self-reference, formal systems. Mind-altering.
April 24, 2026
Good and Real
Notes
Demystifying paradoxes from physics to ethics. LessWrong favorite.
April 24, 2026
Gravitation
Notes
The telephone book of general relativity. Exhaustive and beautiful.
April 24, 2026
Introduction to Probability
Notes
Best modern probability textbook. Stat 110 at Harvard.
April 24, 2026
Introduction to the Theory of Computation
Notes
Automata, computability, complexity. The clearest treatment.
April 24, 2026
Is Parallel Programming Hard, And, If So, What Can You Do About It?
Notes
Deep truth about concurrency, memory models, and pain.
April 24, 2026
Linear Algebra
Notes
Clear, concept-first linear algebra without mysticism.
April 24, 2026
Logicomix: An Epic Search for Truth
Notes
Russell’s quest for logical foundations, told as a graphic novel.
April 24, 2026
Mathematics for Machine Learning
Notes
Unified LA + multivariate calc + probability for ML-minded people.
April 24, 2026
Naive Set Theory
Notes
Bite-sized set theory for working mathematicians. Deceptively deep.
April 24, 2026
Neural Networks and Deep Learning
Notes
Visual, intuitive intro to neural nets. Build understanding from scratch.
April 24, 2026
Probabilistic Machine Learning: Advanced Topics
Notes
VAEs, flows, diffusion, GPs, causal inference — the advanced sequel.
April 24, 2026
Probabilistic Machine Learning: An Introduction
Notes
Comprehensive modern ML textbook with solid probabilistic foundations.
April 24, 2026
QED: The Strange Theory of Light and Matter
Notes
Quantum electrodynamics for non-physicists. Feynman at his clearest.
April 24, 2026
Quantum Mechanics and Path Integrals
Notes
Conceptual nuclear weapon disguised as a book.
April 24, 2026
Rationality: From AI to Zombies
Notes
LessWrong sequences collected. Bayesian epistemology applied everywhere.
April 24, 2026
Ray Tracing in One Weekend
Notes
Minimal but profound introduction to ray/path tracing.
April 24, 2026
Readings in Database Systems (Red Book)
Notes
Curated classic database papers with commentary.
April 24, 2026
Reinforcement Learning: An Introduction
Notes
The RL bible. Bandits to policy gradients to planning.
April 24, 2026
RESTful Web APIs
Notes
Hypermedia, representations, profiles. REST done properly.
April 24, 2026
Spacetime Physics
Notes
Special relativity made physical. Invariant interval first.
April 24, 2026
Speech and Language Processing (3rd ed. draft)
Notes
The canonical NLP book, updated for the LLM era.
April 24, 2026
Statistical Mechanics
Notes
Entropy, ensembles, and real statistical physics.
April 24, 2026
Statistical Rethinking
Notes
The modern Bayesian workflow explained with clarity and care.
April 24, 2026
Structure and Interpretation of Classical Mechanics
Notes
Classical mechanics via computation. SICP meets Lagrangians.
April 24, 2026
Superforecasting: The Art and Science of Prediction
Notes
What actually makes people good at predicting the future.
April 24, 2026
The Art of Computer Programming
Notes
The Mount Everest of CS. Definitive but demanding.
April 24, 2026
The Art of Doing Science and Engineering
Notes
How to do great work. Hamming’s lifetime of meta-level wisdom.
April 24, 2026
The Black Swan
Notes
Rare events, fat tails, and the limits of prediction.
April 24, 2026
The Design of Everyday Things
Notes
Affordances, signifiers, mental models. Applies to APIs and UIs alike.
April 24, 2026
The Feynman Lectures on Physics
Notes
The most famous physics lectures ever given. Free to read online.
April 24, 2026
The Logic of Scientific Discovery
Notes
Falsificationism as the demarcation of science. Foundational epistemology.
April 24, 2026
The Princeton Companion to Mathematics
Notes
1000+ pages surveying all of modern mathematics. The map of math.
April 24, 2026
The Scout Mindset
Notes
Soldier vs scout mindset. Practical applied rationality.
April 24, 2026
The Structure of Scientific Revolutions
Notes
Paradigm shifts. Changed how we understand how science actually works.
April 24, 2026
Think Bayes
Notes
Bayesian statistics by writing code. Ideal computational on-ramp.
April 24, 2026
Think Stats
Notes
Probability and statistics for programmers, learn by coding.
April 24, 2026
Understanding Deep Learning
Notes
Modern DL explained cleanly without hype.