Computer Vision : Models, Learning, and Inference
Simon J. D. (University College London) Prince
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Algorithms for Optimization
Mykel J. (Stanford University) Kochenderfer
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Linear Algebra for Everyone
Gilbert (Massachusetts Institute of Technology) Strang
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A First Course in Machine Learning
Simon Rogers
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Understanding Machine Learning : From Theory to Algorithms
Shai (Hebrew University of Jerusalem) Shalev-Shwartz
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Fundamentals of Machine Learning for Predictive Data Analytics
John D. Kelleher
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An Introduction to Statistical Learning : with Applications in R
Gareth James
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Constraint Processing
Rina (University of California, Irvine) Dechter
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Introduction to Machine Learning
Ethem (Ozyegin University) Alpaydin
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Multiagent Systems : Algorithmic, Game-Theoretic, and Logical Foundations
Yoav (Stanford University, California) Shoham
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Reasoning about Uncertainty
Joseph Y. (Cornell University) Halpern
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Probabilistic Reasoning in Intelligent Systems : Networks of Plausible Inference
Judea Pearl
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Foundations of Machine Learning
Mehryar (New York University) Mohri
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High-Dimensional Probability : An Introduction with Applications in Data Science
Roman (University of California, Irvine) Vershynin
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Decision Making Under Uncertainty : Theory and Application
Mykel J. (Stanford University) Kochenderfer
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An Introduction to Statistical Learning : with Applications in R
Gareth James
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Data Mining : The Textbook
Charu C. Aggarwal
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Natural Language Processing with PyTorchlow : Build Intelligent Language Applications Using Deep Learning
Delip Rao
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Data-Driven Science and Engineering : Machine Learning, Dynamical Systems, and Control
Steven L. (University of Washington) Brunton
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Artificial Intelligence : A Guide to Intelligent Systems
Michael Negnevitsky
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Pattern Recognition
Konstantinos (Institute for Space Applications & Remote S Koutroumbas
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Automated Planning : Theory and Practice
Malik (LAAS-CNRS) Ghallab
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Practical Deep Learning for Cloud and Mobile : Real-World AI & Computer Vision Projects Using Python, Keras & TensorFlow
Anirudh Koul
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Artificial Intelligence in Finance : A Python-Based Guide
Yves Hilpisch
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