Over the last month or so, we have seen a surge in home based and online training across the country. Online learning and research in Analytics has always been popular across the world, and India is no exception. Keeping in mind the of hashtags popularity #wfm or #workfromhome we felt these free resources could help all budding data science and machine learning enthusiasts.

Recently Springer 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.
If you are looking for more recommended books about Machine Learning and data you can check our previous articles.

 

The 65 books list:
The Elements of Statistical Learning
Trevor Hastie, Robert Tibshirani, Jerome Friedman
http://link.springer.com/openurl?genre=book&isbn=978-0-387-84858-7

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

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

Introduction to Evolutionary Computing
A.E. Eiben, J.E. Smith
http://link.springer.com/openurl?genre=book&isbn=978-3-662-44874-8

Data Analysis
Siegmund Brandt
http://link.springer.com/openurl?genre=book&isbn=978-3-319-03762-2

Linear and Nonlinear Programming
David G. Luenberger, Yinyu Ye
http://link.springer.com/openurl?genre=book&isbn=978-3-319-18842-3

Introduction to Partial Differential Equations
David Borthwick
http://link.springer.com/openurl?genre=book&isbn=978-3-319-48936-0

Fundamentals of Robotic Mechanical Systems
Jorge Angeles
http://link.springer.com/openurl?genre=book&isbn=978-3-319-01851-5

Data Structures and Algorithms with Python
Kent D. Lee, Steve Hubbard
http://link.springer.com/openurl?genre=book&isbn=978-3-319-13072-9

Introduction to Partial Differential Equations
Peter J. Olver
http://link.springer.com/openurl?genre=book&isbn=978-3-319-02099-0

Methods of Mathematical Modelling
Thomas Witelski, Mark Bowen
http://link.springer.com/openurl?genre=book&isbn=978-3-319-23042-9

LaTeX in 24 Hours
Dilip Datta
http://link.springer.com/openurl?genre=book&isbn=978-3-319-47831-9

Introduction to Statistics and Data Analysis
Christian Heumann, Michael Schomaker, Shalabh
http://link.springer.com/openurl?genre=book&isbn=978-3-319-46162-5

Principles of Data Mining
Max Bramer
http://link.springer.com/openurl?genre=book&isbn=978-1-4471-7307-6

Computer Vision
Richard Szeliski
http://link.springer.com/openurl?genre=book&isbn=978-1-84882-935-0

Data Mining
Charu C. Aggarwal
http://link.springer.com/openurl?genre=book&isbn=978-3-319-14142-8

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

Robotics, Vision and Control
Peter Corke
http://link.springer.com/openurl?genre=book&isbn=978-3-319-54413-7

Statistical Analysis and Data Display
Richard M. Heiberger, Burt Holland
http://link.springer.com/openurl?genre=book&isbn=978-1-4939-2122-5

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

Stochastic Processes and Calculus
Uwe Hassler
http://link.springer.com/openurl?genre=book&isbn=978-3-319-23428-1

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

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

The Data Science Design Manual
Steven S. Skiena
http://link.springer.com/openurl?genre=book&isbn=978-3-319-55444-0

An Introduction to Machine Learning
Miroslav Kubat
http://link.springer.com/openurl?genre=book&isbn=978-3-319-63913-0

Guide to Discrete Mathematics
Gerard O’Regan
http://link.springer.com/openurl?genre=book&isbn=978-3-319-44561-8

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

Multivariate Calculus and Geometry
Seán Dineen
http://link.springer.com/openurl?genre=book&isbn=978-1-4471-6419-7

Statistics and Analysis of Scientific Data
Massimiliano Bonamente
http://link.springer.com/openurl?genre=book&isbn=978-1-4939-6572-4

Modelling Computing Systems
Faron Moller, Georg Struth
http://link.springer.com/openurl?genre=book&isbn=978-1-84800-322-4

Search Methodologies
Edmund K. Burke, Graham Kendall
http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6940-7

Linear Algebra Done Right
Sheldon Axler
http://link.springer.com/openurl?genre=book&isbn=978-3-319-11080-6

Linear Algebra
Jörg Liesen, Volker Mehrmann
http://link.springer.com/openurl?genre=book&isbn=978-3-319-24346-7

Algebra
Serge Lang
http://link.springer.com/openurl?genre=book&isbn=978-1-4613-0041-0

Understanding Analysis
Stephen Abbott
http://link.springer.com/openurl?genre=book&isbn=978-1-4939-2712-8

Linear Programming
Robert J Vanderbei
http://link.springer.com/openurl?genre=book&isbn=978-1-4614-7630-6

Understanding Statistics Using R
Randall Schumacker, Sara Tomek
http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6227-9

An Introduction to Statistical Learning
Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
http://link.springer.com/openurl?genre=book&isbn=978-1-4614-7138-7

Statistical Learning from a Regression Perspective
Richard A. Berk
http://link.springer.com/openurl?genre=book&isbn=978-3-319-44048-4

Applied Partial Differential Equations
J. David Logan
http://link.springer.com/openurl?genre=book&isbn=978-3-319-12493-3

Robotics
Bruno Siciliano, Lorenzo Sciavicco, Luigi Villani, Giuseppe Oriolo
http://link.springer.com/openurl?genre=book&isbn=978-1-84628-642-1

Regression Modeling Strategies
Frank E. Harrell , Jr.
http://link.springer.com/openurl?genre=book&isbn=978-3-319-19425-7

A Modern Introduction to Probability and Statistics
F.M. Dekking, C. Kraaikamp, H.P. Lopuhaä, L.E. Meester
http://link.springer.com/openurl?genre=book&isbn=978-1-84628-168-6

The Python Workbook
Ben Stephenson
http://link.springer.com/openurl?genre=book&isbn=978-3-319-14240-1

Machine Learning in Medicine — a Complete Overview
Ton J. Cleophas, Aeilko H. Zwinderman
http://link.springer.com/openurl?genre=book&isbn=978-3-319-15195-3

Object-Oriented Analysis, Design and Implementation
Brahma Dathan, Sarnath Ramnath
http://link.springer.com/openurl?genre=book&isbn=978-3-319-24280-4

Introduction to Data Science
Laura Igual, Santi Seguí
http://link.springer.com/openurl?genre=book&isbn=978-3-319-50017-1

Applied Predictive Modeling
Max Kuhn, Kjell Johnson
http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6849-3

Python For ArcGIS
Laura Tateosian
http://link.springer.com/openurl?genre=book&isbn=978-3-319-18398-5

Concise Guide to Databases
Peter Lake, Paul Crowther
http://link.springer.com/openurl?genre=book&isbn=978-1-4471-5601-7

Digital Image Processing
Wilhelm Burger, Mark J. Burge
http://link.springer.com/openurl?genre=book&isbn=978-1-4471-6684-9

Bayesian Essentials with R
Jean-Michel Marin, Christian P. Robert
http://link.springer.com/openurl?genre=book&isbn=978-1-4614-8687-9

Robotics, Vision and Control
Peter Corke
http://link.springer.com/openurl?genre=book&isbn=978-3-642-20144-8

Foundations of Programming Languages
Kent D. Lee
http://link.springer.com/openurl?genre=book&isbn=978-3-319-70790-7

Introduction to Artificial Intelligence
Wolfgang Ertel
http://link.springer.com/openurl?genre=book&isbn=978-3-319-58487-4

Introduction to Deep Learning
Sandro Skansi
http://link.springer.com/openurl?genre=book&isbn=978-3-319-73004-2

Linear Algebra and Analytic Geometry for Physical Sciences
Giovanni Landi, Alessandro Zampini
http://link.springer.com/openurl?genre=book&isbn=978-3-319-78361-1

Applied Linear Algebra
Peter J. Olver, Chehrzad Shakiban
http://link.springer.com/openurl?genre=book&isbn=978-3-319-91041-3

Neural Networks and Deep Learning
Charu C. Aggarwal
http://link.springer.com/openurl?genre=book&isbn=978-3-319-94463-0

Data Science and Predictive Analytics
Ivo D. Dinov
http://link.springer.com/openurl?genre=book&isbn=978-3-319-72347-1

Analysis for Computer Scientists
Michael Oberguggenberger, Alexander Ostermann
http://link.springer.com/openurl?genre=book&isbn=978-3-319-91155-7

Excel Data Analysis
Hector Guerrero
http://link.springer.com/openurl?genre=book&isbn=978-3-030-01279-3

A Beginners Guide to Python 3 Programming
John Hunt
http://link.springer.com/openurl?genre=book&isbn=978-3-030-20290-3

Advanced Guide to Python 3 Programming
John Hunt
http://link.springer.com/openurl?genre=book&isbn=978-3-030-25943-3