Difference between revisions of "Springer has released 65 Machine Learning and Data Books for Free"
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! Author | ! Author | ||
! Open URL | ! 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 | | 12 | ||
Line 91: | Line 146: | ||
| http://link.springer.com/openurl?genre=book&isbn=978-3-319-29854-2 | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-29854-2 | ||
|- | |- | ||
− | | | + | | 28 |
| Introduction to Time Series and Forecasting | | Introduction to Time Series and Forecasting | ||
| Peter J. Brockwell, Richard A. Davis | | Peter J. Brockwell, Richard A. Davis | ||
| http://link.springer.com/openurl?genre=book&isbn=978-3-319-29854-2 | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-29854-2 | ||
|- | |- | ||
− | | | + | | 29 |
| Multivariate Calculus and Geometry | | Multivariate Calculus and Geometry | ||
| Seán Dineen | | Seán Dineen | ||
| http://link.springer.com/openurl?genre=book&isbn=978-1-4471-6419-7 | | http://link.springer.com/openurl?genre=book&isbn=978-1-4471-6419-7 | ||
|- | |- | ||
− | | | + | | 30 |
| Statistics and Analysis of Scientific Data | | Statistics and Analysis of Scientific Data | ||
| Massimiliano Bonamente | | Massimiliano Bonamente | ||
| http://link.springer.com/openurl?genre=book&isbn=978-1-4939-6572-4 | | http://link.springer.com/openurl?genre=book&isbn=978-1-4939-6572-4 | ||
|- | |- | ||
− | | | + | | 31 |
| Modelling Computing Systems | | Modelling Computing Systems | ||
| Faron Moller, Georg Struth | | Faron Moller, Georg Struth | ||
| http://link.springer.com/openurl?genre=book&isbn=978-1-84800-322-4 | | http://link.springer.com/openurl?genre=book&isbn=978-1-84800-322-4 | ||
|- | |- | ||
− | | | + | | 32 |
| Search Methodologies | | Search Methodologies | ||
| Edmund K. Burke, Graham Kendall | | Edmund K. Burke, Graham Kendall | ||
| http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6940-7 | | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6940-7 | ||
|- | |- | ||
− | | | + | | 33 |
| Linear Algebra Done Right | | Linear Algebra Done Right | ||
| Sheldon Axler | | Sheldon Axler | ||
| http://link.springer.com/openurl?genre=book&isbn=978-3-319-11080-6 | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-11080-6 | ||
|- | |- | ||
− | | | + | | 34 |
| Linear Algebra | | Linear Algebra | ||
| Jörg Liesen, Volker Mehrmann | | Jörg Liesen, Volker Mehrmann | ||
| http://link.springer.com/openurl?genre=book&isbn=978-3-319-24346-7 | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-24346-7 | ||
|- | |- | ||
− | | | + | | 35 |
| Algebra | | Algebra | ||
| Serge Lang | | Serge Lang | ||
| http://link.springer.com/openurl?genre=book&isbn=978-1-4613-0041-0 | | http://link.springer.com/openurl?genre=book&isbn=978-1-4613-0041-0 | ||
|- | |- | ||
− | | | + | | 36 |
| Understanding Analysis | | Understanding Analysis | ||
| Stephen Abbott | | Stephen Abbott | ||
| http://link.springer.com/openurl?genre=book&isbn=978-1-4939-2712-8 | | http://link.springer.com/openurl?genre=book&isbn=978-1-4939-2712-8 | ||
+ | |- | ||
+ | | 37 | ||
+ | | Linear Programming | ||
+ | | Robert J Vanderbei | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-7630-6 | ||
+ | |- | ||
+ | | 38 | ||
+ | | Understanding Statistics Using R | ||
+ | | Randall Schumacker, Sara Tomek | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6227-9 | ||
+ | |- | ||
+ | | 39 | ||
+ | | 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 | ||
+ | |- | ||
+ | | 40 | ||
+ | | Statistical Learning from a Regression Perspective | ||
+ | | Richard A. Berk | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-44048-4 | ||
+ | |- | ||
+ | | 41 | ||
+ | | Applied Partial Differential Equations | ||
+ | | J. David Logan | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-12493-3 | ||
+ | |- | ||
+ | | 42 | ||
+ | | Robotics | ||
+ | | Bruno Siciliano, Lorenzo Sciavicco, Luigi Villani, Giuseppe Oriolo | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-1-84628-642-1 | ||
+ | |- | ||
+ | | 43 | ||
+ | | Regression Modeling Strategies | ||
+ | | Frank E. Harrell , Jr. | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-19425-7 | ||
+ | |- | ||
+ | | 44 | ||
+ | | 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 | ||
+ | |- | ||
+ | | 45 | ||
+ | | The Python Workbook | ||
+ | | Ben Stephenson | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-14240-1 | ||
+ | |- | ||
+ | | 46 | ||
+ | | 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 | ||
+ | |- | ||
+ | | 47 | ||
+ | | Object-Oriented Analysis, Design and Implementation | ||
+ | | Brahma Dathan, Sarnath Ramnath | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-24280-4 | ||
+ | |- | ||
+ | | 48 | ||
+ | | Introduction to Data Science | ||
+ | | Laura Igual, Santi Seguí | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-50017-1 | ||
+ | |- | ||
+ | | 49 | ||
+ | | Applied Predictive Modeling | ||
+ | | Max Kuhn, Kjell Johnson | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6849-3 | ||
+ | |- | ||
+ | | 50 | ||
+ | | Python For ArcGIS | ||
+ | | Laura Tateosian | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-18398-5 | ||
+ | |- | ||
+ | | 51 | ||
+ | | Concise Guide to Databases | ||
+ | | Peter Lake, Paul Crowther | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-1-4471-5601-7 | ||
+ | |- | ||
+ | | 52 | ||
+ | | Digital Image Processing | ||
+ | | Wilhelm Burger, Mark J. Burge | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-1-4471-6684-9 | ||
+ | |- | ||
+ | | 53 | ||
+ | | Bayesian Essentials with R | ||
+ | | Jean-Michel Marin, Christian P. Robert | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-8687-9 | ||
+ | |- | ||
+ | | 54 | ||
+ | | Robotics, Vision and Control | ||
+ | | Peter Corke | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-642-20144-8 | ||
+ | |- | ||
+ | | 55 | ||
+ | | Foundations of Programming Languages | ||
+ | | Kent D. Lee | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-70790-7 | ||
+ | |- | ||
+ | | 56 | ||
+ | | Introduction to Artificial Intelligence | ||
+ | | Wolfgang Ertel | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-58487-4 | ||
+ | |- | ||
+ | | 57 | ||
+ | | Introduction to Deep Learning | ||
+ | | Sandro Skansi | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-73004-2 | ||
+ | |- | ||
+ | | 58 | ||
+ | | 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 | ||
+ | |- | ||
+ | | 59 | ||
+ | | Applied Linear Algebra | ||
+ | | Peter J. Olver, Chehrzad Shakiban | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-91041-3 | ||
+ | |- | ||
+ | | 60 | ||
+ | | Neural Networks and Deep Learning | ||
+ | | Charu C. Aggarwal | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-94463-0 | ||
+ | |- | ||
+ | | 61 | ||
+ | | Data Science and Predictive Analytics | ||
+ | | Ivo D. Dinov | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-72347-1 | ||
+ | |- | ||
+ | | 62 | ||
+ | | Analysis for Computer Scientists | ||
+ | | Michael Oberguggenberger, Alexander Ostermann | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-319-91155-7 | ||
+ | |- | ||
+ | | 63 | ||
+ | | Excel Data Analysis | ||
+ | | Hector Guerrero | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-030-01279-3 | ||
+ | |- | ||
+ | | 64 | ||
+ | | A Beginners Guide to Python 3 Programming | ||
+ | | John Hunt | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-030-20290-3 | ||
+ | |- | ||
+ | | 65 | ||
+ | | Advanced Guide to Python 3 Programming | ||
+ | | John Hunt | ||
+ | | http://link.springer.com/openurl?genre=book&isbn=978-3-030-25943-3 | ||
|} | |} | ||
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[[Category: General Articles]] | [[Category: General Articles]] |
Latest revision as of 11:51, 1 May 2020
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.
link to material: https://towardsdatascience.com/springer-has-released-65-machine-learning-and-data-books-for-free-961f8181f189