High-Dimensional Statistics : A Non-Asymptotic Viewpoint
Martin J. (University of California, Berkeley) Wainwright
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Data Mining : The Textbook
Charu C. Aggarwal
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The Data Science Design Manual
Professor Steven S. Skiena
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Biometrics: A Very Short Introduction
Michael (Professor of Computer Vision, University of Kent) Fairhurst
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Hands-On Unsupervised Learning Using Python : How to Build Applied Machine Learning Solutions from Unlabeled Data
Ankur A. Patel
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Pattern Recognition
Konstantinos (Institute for Space Applications & Remote S Koutroumbas
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Introduction to Applied Linear Algebra : Vectors, Matrices, and Least Squares
Stephen (Stanford University, California) Boyd
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Machine Learning Refined : Foundations, Algorithms, and Applications
Jeremy (Northwestern University, Illinois) Watt
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Data Matching : Concepts and Techniques for Record Linkage, Entity Resolution, and Duplicate Detection
Peter Christen
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Introduction to Data Science : A Python Approach to Concepts, Techniques and Applications
Laura Igual
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Data Mining and Machine Learning : Fundamental Concepts and Algorithms
Mohammed J. (Rensselaer Polytechnic Institute, New York) Zaki
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Mining of Massive Datasets
Jure (Stanford University, California) Leskovec
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The Cambridge Handbook of Cognitive Linguistics
Barbara (University of British Columbia, Vancouver) Dancygier
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Mathematics for Machine Learning
Marc Peter (University College London) Deisenroth
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Foundations of Data Science
Avrim Blum
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Automated Machine Learning : Methods, Systems, Challenges
Frank Hutter
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Patterns from the Air : Phase 4 Set 2 Stretch and Challenge
Liz Miles
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The Birth of Computer Vision
James E. Dobson
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Natural Language Processing : A Machine Learning Perspective
Yue Zhang
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Computational Topology for Data Analysis
Tamal Krishna (Purdue University, Indiana) Dey
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Inference and Learning from Data: Volume 2 : Inference
Ali H. (Ecole Polytechnique Federale de Lausanne) Sayed
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Fundamentals of Music Processing : Using Python and Jupyter Notebooks
Meinard Muller
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An Introduction to Pattern Recognition and Machine Learning
Paul Fieguth
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Introduction to Environmental Data Science
William W. (University of British Columbia, Vancouver) Hsieh
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