五一节分享60多本免费AI电子书

疫情期间,好多国家都推行了居家隔离的政策。为了充实大家的宅家生活,一些公司和机构都免费开放了版权资料。比如约翰霍普金斯大学的「muse」项目https://about.muse.jhu.edu/resources/freeresourcescovid19/,收集了不少大学图书馆的电子书,可以在线观看和下载。

亚马逊也提供了免费的有声书,https://stories.audible.com/discovery,不过主要是儿童类的,都不用注册,直接打开听就是了。

作为一个数据工程师,今天要分享的重头是来自斯普林格出版社的技术书籍,这是他们免费分享了400多本数据。网上有博主挑出了其中的60多本与人工智能相关的书籍,包含统计学、线性代数、Python、R、数据挖掘、机器学习、机器人等多个方向。

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.

https://towardsdatascience.com/springer-has-released-65-machine-learning-and-data-books-for-free-961f8181f189

刚好五天长假,目前这个情况似乎也不能出远门,正适合利用这些曾经昂贵的书籍给自己充充电。上面这个页面可能要借助梯子,这里我已经把书籍的信息整理出来了,在上面这个页面上查了两遍,都比博主所说的65本少一本,不过也足够了。

书名 作者 书籍页面
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 J?rg 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. Lopuha?, 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

点击相应的书籍页面链接进入,就可以点击「Download book PDF」,部分近期的书籍还提供了epub版本的,方面在移动设备上阅读。

另外,考虑到读者一个个下载太麻烦,我这边已经将这些书上传到百度网盘进行分享了。大家可以关注我的公众号,然后在公众号发送读书,打包下载所有的电子书。注意网盘链接有效期到2020年5月5日。

原文地址:https://www.cnblogs.com/shenfeng/p/springer_free_book_share.html