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Math & ML

Christopher M. Bishop — Pattern Recognition And Machine Learning
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Aaron Courville, Ian Goodfellow, Yoshua Bengio — Deep Learning
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Jerome Friedman, Jerome Friedman, Robert Tibshirani — The Elements of Statistical Learning
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Daphne Koller, Nir Friedman — Probabilistic Graphical Models - Principles And Techniques
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Gilbert Strang — Differential Equations And Linear AlgebraGilbert Strang — Introduction To Linear AlgebraGilbert Strang — Linear Algebra and Learning from Data
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John T. Tate, Joseph H. Silverman — Rational Points On Elliptic Curves