An Introduction to Manifolds by Loring W. TuDifferential Forms in Algebraic Topology by Raoul BottAlgebra by Serge LangSheaves in Geometry and Logic by Saunders MacLaneNumbers by Heinz-Dieter Ebbinghaus
Best of Springer Mathematics
500 books — 35 voters

Human Compatible by Stuart RussellEvery Thing Must Go by James LadymanSomething Deeply Hidden by Sean CarrollOur Mathematical Universe by Max TegmarkTwitter and Tear Gas by Zeynep Tufekci
Mindscape Podcast Books
102 books — 19 voters
Calculus by Michael SpivakAlgebra by Paolo AluffiVisual Complex Analysis by Tristan NeedhamA Book of Abstract Algebra by Charles C. PinterPrinciples of Mathematical Analysis by Walter Rudin
Undergraduate Mathematics
571 books — 36 voters

Ordinary Differential Equations by Morris TenenbaumAbstract Methods in Partial Differential Equations by Robert Wayne CarrollApplied Partial Differential Equations by Paul DuChateauAsymptotic Expansions for Ordinary Differential Equations by Wolfgang R. WasowBasic Linear Partial Differential Equations by François Trèves
Dover Mathematics
891 books — 37 voters

Theoretical Neuroscience by Peter DayanAlgorithmic Game Theory by Noam NisanSpringer Handbook of Robotics by Bruno SicilianoAn Introduction to Computational Learning Theory by Michael J. KearnsThe Handbook of Computational Linguistics and Natural Languag... by Alexander Clark
Machine Learning Year 4 (MCSL)
13 books — 8 voters
Stochastic Differential Equations by Bernt ØksendalFoundations of the Theory of Probability by A.N. KolmogorovFoundations of Data Science by Avrim BlumConcentration Inequalities by Stéphane BoucheronTopics in Random Matrix Theory by Terence Tao
Statistical Science Year 4 (MCSL)
20 books — 9 voters

The C Programming Language by Brian W. KernighanThe C++ Programming Language by Bjarne StroustrupProgramming in Scala, Third Edition by Martin OderskyThe UNIX Programming Environment by Brian W. KernighanThe Art of Computer Programming, Volume 1 by Donald Ervin Knuth
Computer Science Year 4 (MCSL)
25 books — 10 voters
Algebra by Serge LangCategories for the Working Mathematician by Saunders Mac LaneCategory Theory by Steve AwodeyIntroduction to Smooth Manifolds by John M. LeePartial Differential Equations by Lawrence C. Evans
Mathematics Year 4 (MCSL)
40 books — 9 voters

Pattern Recognition and Machine Learning by Christopher M. BishopSpeech and Language Processing by Dan JurafskyReinforcement Learning by Richard S. SuttonInformation Theory, Inference, and Learning Algorithms by David J.C. MacKayMultiple View Geometry in Computer Vision by Richard Hartley
Machine Learning Year 3 (MCSL)
32 books — 9 voters
The Elements of Statistical Learning by Trevor HastieStatistical Inference by George CasellaNetworks by M.E.J. NewmanAn Introduction to Probability Theory and Its Applications, V... by William FellerAn Introduction to the Bootstrap by Bradley Efron
Statistical Science Year 3 (MCSL)
41 books — 10 voters

Structure and Interpretation of Computer Programs by Harold AbelsonCompilers by Alfred V. AhoLearn You a Haskell for Great Good! by Miran LipovačaIntroduction to the Theory of Computation by Michael SipserModern Operating Systems by Andrew S. Tanenbaum
Computer Science Year 3 (MCSL)
56 books — 9 voters
Principles of Mathematical Analysis by Walter RudinProofs from THE BOOK by Martin AignerAlgebraic Topology by Allen HatcherIntroductory Functional Analysis with Applications by Erwin KreyszigReal and Complex Analysis by Walter Rudin
Mathematics Year 3 (MCSL)
81 books — 7 voters

Artificial Intelligence by Stuart RussellDeep Learning by Ian GoodfellowMachine Learning by Kevin P. MurphyIntroduction to Machine Learning by Ethem AlpaydinUnderstanding Machine Learning by Shai Shalev-Shwartz
Machine Learning Year 2 (MCSL)
5 books — 8 voters
Nonlinear Dynamics and Chaos by Steven H. StrogatzAn Introduction to Statistical Learning by Gareth JamesBayesian Data Analysis by Professor in the Department...Probability Theory by E.T. JaynesAll of Statistics by Larry Wasserman
Statistical Science Year 2 (MCSL)
13 books — 9 voters

Designing Data-Intensive Applications by Martin KleppmannIntroduction to Algorithms by Thomas H. CormenComputer Networking by James F. KuroseConcrete Mathematics by Ronald GrahamAlgorithms by Robert Sedgewick
Computer Science Year 2 (MCSL)
19 books — 10 voters
The Fractal Geometry of Nature by Benoît B. MandelbrotTopology by James R. MunkresLinear Algebra Done Right by Sheldon AxlerLinear Algebra and Its Applications by Gilbert StrangNaive Set Theory by Paul R. Halmos
Mathematics Year 2 (MCSL)
51 books — 10 voters

Human Compatible by Stuart RussellThe Hundred-Page Machine Learning Book by Andriy BurkovHands-On Machine Learning with Scikit-Learn, Keras, and Tenso... by Aurélien Géron
Machine Learning Year 1 (MCSL)
7 books — 11 voters
First Course in Probability, A by Sheldon M. RossStatistical Rethinking by Richard McElreathIntroduction to Probability by Joseph K. BlitzsteinA Student’s Guide to Bayesian Statistics by Ben LambertRegression and Other Stories by Andrew Gelman
Statistical Science Year 1 (MCSL)
12 books — 11 voters


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