Hundreds of books are now free to download
Springer has released hundreds of free books on a wide range of topics to the general public. The list, which includes 408 books in total, covers a wide range of scientific and technological topics. In order to save you some time, I have created one list of all the books (65 in number) that are relevant to the data and Machine Learning field.
Among the books, you will find those dealing with the mathematical side of the domain (Algebra, Statistics, and more), along with more advanced books on Deep Learning and other advanced topics. You also could find some good books in various programming languages such as Python, R, and MATLAB, etc.
S. No.
|
Book Title
|
Author
|
Open URL
|
1
|
The Elements of Statistical Learning
|
Trevor Hastie, Robert Tibshirani, Jerome Friedman
|
http://link.springer.com/openurl?genre=book&isbn=978-0-387-84858-7
|
2
|
Introductory Time Series with R
|
Paul S.P. Cowpertwait, Andrew V. Metcalfe
|
http://link.springer.com/openurl?genre=book&isbn=978-0-387-88698-5
|
3
|
A Beginner’s Guide to R
|
Alain Zuur, Elena N. Ieno, Erik Meesters
|
http://link.springer.com/openurl?genre=book&isbn=978-0-387-93837-0
|
4
|
Introduction to Evolutionary Computing
|
A.E. Eiben, J.E. Smith
|
http://link.springer.com/openurl?genre=book&isbn=978-3-662-44874-8
|
5
|
Data Analysis
|
Siegmund Brandt
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-03762-2
|
6
|
Linear and Nonlinear Programming
|
David G. Luenberger, Yinyu Ye
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-18842-3
|
7
|
Introduction to Partial Differential Equations
|
David Borthwick
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-48936-0
|
8
|
Fundamentals of Robotic Mechanical Systems
|
Jorge Angeles
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-01851-5
|
9
|
Data Structures and Algorithms with Python
|
Kent D. Lee, Steve Hubbard
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-13072-9
|
10
|
Introduction to Partial Differential Equations
|
Peter J. Olver
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-02099-0
|
11
|
Methods of Mathematical Modelling
|
Thomas Witelski, Mark Bowen
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-23042-9
|
12
|
LaTeX in 24 Hours
|
Dilip Datta
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-47831-9
|
13
|
Introduction to Statistics and Data Analysis
|
Christian Heumann, Michael Schomaker, Shalabh
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-46162-5
|
14
|
Principles of Data Mining
|
Max Bramer
|
http://link.springer.com/openurl?genre=book&isbn=978-1-4471-7307-6
|
15
|
Computer Vision
|
Richard Szeliski
|
http://link.springer.com/openurl?genre=book&isbn=978-1-84882-935-0
|
16
|
Data Mining
|
Charu C. Aggarwal
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-14142-8
|
17
|
Computational Geometry
|
Mark de Berg, Otfried Cheong, Marc van Kreveld, Mark Overmars
|
http://link.springer.com/openurl?genre=book&isbn=978-3-540-77974-2
|
18
|
Robotics, Vision and Control
|
Peter Corke
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-54413-7
|
19
|
Statistical Analysis and Data Display
|
Richard M. Heiberger, Burt Holland
|
http://link.springer.com/openurl?genre=book&isbn=978-1-4939-2122-5
|
20
|
Statistics and Data Analysis for Financial Engineering
|
David Ruppert, David S. Matteson
|
http://link.springer.com/openurl?genre=book&isbn=978-1-4939-2614-5
|
21
|
Stochastic Processes and Calculus
|
Uwe Hassler
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-23428-1
|
22
|
Statistical Analysis of Clinical Data on a Pocket Calculator
|
Ton J. Cleophas, Aeilko H. Zwinderman
|
http://link.springer.com/openurl?genre=book&isbn=978-94-007-1211-9
|
23
|
Clinical Data Analysis on a Pocket Calculator
|
Ton J. Cleophas, Aeilko H. Zwinderman
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-27104-0
|
24
|
The Data Science Design Manual
|
Steven S. Skiena
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-55444-0
|
25
|
An Introduction to Machine Learning
|
Miroslav Kubat
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-63913-0
|
26
|
Guide to Discrete Mathematics
|
Gerard O’Regan
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-44561-8
|
27
|
Introduction to Time Series and Forecasting
|
Peter J. Brockwell, Richard A. Davis
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-29854-2
|
27
|
Introduction to Time Series and Forecasting
|
Peter J. Brockwell, Richard A. Davis
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-29854-2
|
28
|
Multivariate Calculus and Geometry
|
Seán Dineen
|
http://link.springer.com/openurl?genre=book&isbn=978-1-4471-6419-7
|
29
|
Statistics and Analysis of Scientific Data
|
Massimiliano Bonamente
|
http://link.springer.com/openurl?genre=book&isbn=978-1-4939-6572-4
|
30
|
Modelling Computing Systems
|
Faron Moller, Georg Struth
|
http://link.springer.com/openurl?genre=book&isbn=978-1-84800-322-4
|
31
|
Search Methodologies
|
Edmund K. Burke, Graham Kendall
|
http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6940-7
|
32
|
Linear Algebra Done Right
|
Sheldon Axler
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-11080-6
|
33
|
Linear Algebra
|
Jörg Liesen, Volker Mehrmann
|
http://link.springer.com/openurl?genre=book&isbn=978-3-319-24346-7
|
34
|
Algebra
|
Serge Lang
|
http://link.springer.com/openurl?genre=book&isbn=978-1-4613-0041-0
|
35
|
Understanding Analysis
|
Stephen Abbott
|
http://link.springer.com/openurl?genre=book&isbn=978-1-4939-2712-8
|