Docs
Websites
- The Artificial Intelligence Wiki
- Understand concepts of Data Science and learn to apply them using Python stack (Numpy, Scikit Learn, Pandas)
- A Beginner's Guide to Python Machine Learning and Data Science Frameworks
Book Resource
- 图灵程序设计丛书.Python数据科学手册
- 《动手学深度学习》
- 利用Python进行数据分析·第2版
Blog & Articles
Springer has released 65 Machine Learning and Data books for free
The Elements of Statistical Learning Trevor Hastie, Robert Tibshirani, Jerome Friedman
Introductory Time Series with R Paul S.P. Cowpertwait, Andrew V. Metcalfe
A Beginner’s Guide to R Alain Zuur, Elena N. Ieno, Erik Meesters
Introduction to Evolutionary Computing A.E. Eiben, J.E. Smith
Data Analysis Siegmund Brandt
Linear and Nonlinear Programming David G. Luenberger, Yinyu Ye
Introduction to Partial Differential Equations David Borthwick
Fundamentals of Robotic Mechanical Systems Jorge Angeles
Data Structures and Algorithms with Python Kent D. Lee, Steve Hubbard
Introduction to Partial Differential Equations Peter J. Olver
Methods of Mathematical Modelling Thomas Witelski, Mark Bowen
LaTeX in 24 Hours Dilip Datta
Introduction to Statistics and Data Analysis Christian Heumann, Michael Schomaker, Shalabh
Principles of Data Mining Max Bramer
Computer Vision Richard Szeliski
Data Mining Charu C. Aggarwal
Computational Geometry Mark de Berg, Otfried Cheong, Marc van Kreveld, Mark Overmars
Robotics, Vision and Control Peter Corke
Statistical Analysis and Data Display Richard M. Heiberger, Burt Holland
Statistics and Data Analysis for Financial Engineering David Ruppert, David S. Matteson
Stochastic Processes and Calculus Uwe Hassler
Statistical Analysis of Clinical Data on a Pocket Calculator Ton J. Cleophas, Aeilko H. Zwinderman
Clinical Data Analysis on a Pocket Calculator Ton J. Cleophas, Aeilko H. Zwinderman
The Data Science Design Manual Steven S. Skiena
An Introduction to Machine Learning Miroslav Kubat
Guide to Discrete Mathematics Gerard O’Regan
Introduction to Time Series and Forecasting Peter J. Brockwell, Richard A. Davis
Multivariate Calculus and Geometry Seán Dineen
Statistics and Analysis of Scientific Data Massimiliano Bonamente
Modelling Computing Systems Faron Moller, Georg Struth
Search Methodologies Edmund K. Burke, Graham Kendall
Linear Algebra Done Right Sheldon Axler
Linear Algebra Jörg Liesen, Volker Mehrmann
Algebra Serge Lang
Understanding Analysis Stephen Abbott
Linear Programming Robert J Vanderbei
Understanding Statistics Using R Randall Schumacker, Sara Tomek
An Introduction to Statistical Learning Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
Statistical Learning from a Regression Perspective Richard A. Berk
Applied Partial Differential Equations J. David Logan
Robotics Bruno Siciliano, Lorenzo Sciavicco, Luigi Villani, Giuseppe Oriolo
Regression Modeling Strategies Frank E. Harrell , Jr.
A Modern Introduction to Probability and Statistics F.M. Dekking, C. Kraaikamp, H.P. Lopuhaä, L.E. Meester
The Python Workbook Ben Stephenson
Machine Learning in Medicine — a Complete Overview Ton J. Cleophas, Aeilko H. Zwinderman
Object-Oriented Analysis, Design and Implementation Brahma Dathan, Sarnath Ramnath
Introduction to Data Science Laura Igual, Santi Seguí
Applied Predictive Modeling Max Kuhn, Kjell Johnson
Python For ArcGIS Laura Tateosian
Concise Guide to Databases Peter Lake, Paul Crowther
Digital Image Processing Wilhelm Burger, Mark J. Burge
Bayesian Essentials with R Jean-Michel Marin, Christian P. Robert
Robotics, Vision and Control Peter Corke
Foundations of Programming Languages Kent D. Lee
Introduction to Artificial Intelligence Wolfgang Ertel
Introduction to Deep Learning Sandro Skansi
Linear Algebra and Analytic Geometry for Physical Sciences Giovanni Landi, Alessandro Zampini
Applied Linear Algebra Peter J. Olver, Chehrzad Shakiban
Neural Networks and Deep Learning Charu C. Aggarwal
Data Science and Predictive Analytics Ivo D. Dinov
Analysis for Computer Scientists Michael Oberguggenberger, Alexander Ostermann
Excel Data Analysis Hector Guerrero
A Beginners Guide to Python 3 Programming John Hunt
Advanced Guide to Python 3 Programming John Hunt