Free machine learning books from Springer
Springer recently release a lot of useful machine learning books. Here is the list for quick reference as csv file
| title | link | link_url |
|---|---|---|
| The Elements of Statistical Learning | http://link.springer.com/openurl?genre=book&isbn=978-0-387-84858-7 | http://link.springer.com/openurl?genre=book&isbn=978-0-387-84858-7 |
| Introductory Time Series with R | http://link.springer.com/openurl?genre=book&isbn=978-0-387-88698-5 | http://link.springer.com/openurl?genre=book&isbn=978-0-387-88698-5 |
| A Beginner’s Guide to R | http://link.springer.com/openurl?genre=book&isbn=978-0-387-93837-0 | http://link.springer.com/openurl?genre=book&isbn=978-0-387-93837-0 |
| Introduction to Evolutionary Computing | http://link.springer.com/openurl?genre=book&isbn=978-3-662-44874-8 | http://link.springer.com/openurl?genre=book&isbn=978-3-662-44874-8 |
| Data Analysis | http://link.springer.com/openurl?genre=book&isbn=978-3-319-03762-2 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-03762-2 |
| Linear and Nonlinear Programming | http://link.springer.com/openurl?genre=book&isbn=978-3-319-18842-3 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-18842-3 |
| Introduction to Partial Differential Equations | http://link.springer.com/openurl?genre=book&isbn=978-3-319-48936-0 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-48936-0 |
| Fundamentals of Robotic Mechanical Systems | http://link.springer.com/openurl?genre=book&isbn=978-3-319-01851-5 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-01851-5 |
| Data Structures and Algorithms with Python | http://link.springer.com/openurl?genre=book&isbn=978-3-319-13072-9 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-13072-9 |
| Introduction to Partial Differential Equations | http://link.springer.com/openurl?genre=book&isbn=978-3-319-02099-0 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-02099-0 |
| Methods of Mathematical Modelling | http://link.springer.com/openurl?genre=book&isbn=978-3-319-23042-9 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-23042-9 |
| LaTeX in 24 Hours | http://link.springer.com/openurl?genre=book&isbn=978-3-319-47831-9 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-47831-9 |
| Introduction to Statistics and Data Analysis | http://link.springer.com/openurl?genre=book&isbn=978-3-319-46162-5 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-46162-5 |
| Principles of Data Mining | http://link.springer.com/openurl?genre=book&isbn=978-1-4471-7307-6 | http://link.springer.com/openurl?genre=book&isbn=978-1-4471-7307-6 |
| Computer Vision | http://link.springer.com/openurl?genre=book&isbn=978-1-84882-935-0 | http://link.springer.com/openurl?genre=book&isbn=978-1-84882-935-0 |
| Data Mining | http://link.springer.com/openurl?genre=book&isbn=978-3-319-14142-8 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-14142-8 |
| Computational Geometry | http://link.springer.com/openurl?genre=book&isbn=978-3-540-77974-2 | http://link.springer.com/openurl?genre=book&isbn=978-3-540-77974-2 |
| Robotics, Vision and Control | http://link.springer.com/openurl?genre=book&isbn=978-3-319-54413-7 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-54413-7 |
| Statistical Analysis and Data Display | http://link.springer.com/openurl?genre=book&isbn=978-1-4939-2122-5 | http://link.springer.com/openurl?genre=book&isbn=978-1-4939-2122-5 |
| Statistics and Data Analysis for Financial Engineering | http://link.springer.com/openurl?genre=book&isbn=978-1-4939-2614-5 | http://link.springer.com/openurl?genre=book&isbn=978-1-4939-2614-5 |
| Stochastic Processes and Calculus | http://link.springer.com/openurl?genre=book&isbn=978-3-319-23428-1 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-23428-1 |
| Statistical Analysis of Clinical Data on a Pocket Calculator | http://link.springer.com/openurl?genre=book&isbn=978-94-007-1211-9 | http://link.springer.com/openurl?genre=book&isbn=978-94-007-1211-9 |
| Clinical Data Analysis on a Pocket Calculator | http://link.springer.com/openurl?genre=book&isbn=978-3-319-27104-0 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-27104-0 |
| The Data Science Design Manual | http://link.springer.com/openurl?genre=book&isbn=978-3-319-55444-0 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-55444-0 |
| An Introduction to Machine Learning | http://link.springer.com/openurl?genre=book&isbn=978-3-319-63913-0 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-63913-0 |
| Guide to Discrete Mathematics | http://link.springer.com/openurl?genre=book&isbn=978-3-319-44561-8 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-44561-8 |
| Introduction to Time Series and Forecasting | 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 |
| Multivariate Calculus and Geometry | 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 |
| Statistics and Analysis of Scientific Data | 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 |
| Modelling Computing Systems | 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 |
| Search Methodologies | 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 |
| Linear Algebra Done Right | 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 |
| Linear Algebra | 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 |
| Algebra | 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 |
| Understanding Analysis | 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 |
| Linear Programming | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-7630-6 | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-7630-6 |
| Understanding Statistics Using R | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6227-9 | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6227-9 |
| An Introduction to Statistical Learning | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-7138-7 | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-7138-7 |
| Statistical Learning from a Regression Perspective | http://link.springer.com/openurl?genre=book&isbn=978-3-319-44048-4 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-44048-4 |
| Applied Partial Differential Equations | http://link.springer.com/openurl?genre=book&isbn=978-3-319-12493-3 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-12493-3 |
| Robotics | http://link.springer.com/openurl?genre=book&isbn=978-1-84628-642-1 | http://link.springer.com/openurl?genre=book&isbn=978-1-84628-642-1 |
| Regression Modeling Strategies | http://link.springer.com/openurl?genre=book&isbn=978-3-319-19425-7 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-19425-7 |
| A Modern Introduction to Probability and Statistics | http://link.springer.com/openurl?genre=book&isbn=978-1-84628-168-6 | http://link.springer.com/openurl?genre=book&isbn=978-1-84628-168-6 |
| The Python Workbook | http://link.springer.com/openurl?genre=book&isbn=978-3-319-14240-1 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-14240-1 |
| Machine Learning in Medicine — a Complete Overview | http://link.springer.com/openurl?genre=book&isbn=978-3-319-15195-3 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-15195-3 |
| Object-Oriented Analysis, Design and Implementation | http://link.springer.com/openurl?genre=book&isbn=978-3-319-24280-4 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-24280-4 |
| Introduction to Data Science | http://link.springer.com/openurl?genre=book&isbn=978-3-319-50017-1 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-50017-1 |
| Applied Predictive Modeling | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6849-3 | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-6849-3 |
| Python For ArcGIS | http://link.springer.com/openurl?genre=book&isbn=978-3-319-18398-5 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-18398-5 |
| Concise Guide to Databases | http://link.springer.com/openurl?genre=book&isbn=978-1-4471-5601-7 | http://link.springer.com/openurl?genre=book&isbn=978-1-4471-5601-7 |
| Digital Image Processing | http://link.springer.com/openurl?genre=book&isbn=978-1-4471-6684-9 | http://link.springer.com/openurl?genre=book&isbn=978-1-4471-6684-9 |
| Bayesian Essentials with R | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-8687-9 | http://link.springer.com/openurl?genre=book&isbn=978-1-4614-8687-9 |
| Robotics, Vision and Control | http://link.springer.com/openurl?genre=book&isbn=978-3-642-20144-8 | http://link.springer.com/openurl?genre=book&isbn=978-3-642-20144-8 |
| Foundations of Programming Languages | http://link.springer.com/openurl?genre=book&isbn=978-3-319-70790-7 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-70790-7 |
| Introduction to Artificial Intelligence | http://link.springer.com/openurl?genre=book&isbn=978-3-319-58487-4 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-58487-4 |
| Introduction to Deep Learning | http://link.springer.com/openurl?genre=book&isbn=978-3-319-73004-2 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-73004-2 |
| Linear Algebra and Analytic Geometry for Physical Sciences | http://link.springer.com/openurl?genre=book&isbn=978-3-319-78361-1 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-78361-1 |
| Applied Linear Algebra | http://link.springer.com/openurl?genre=book&isbn=978-3-319-91041-3 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-91041-3 |
| Neural Networks and Deep Learning | http://link.springer.com/openurl?genre=book&isbn=978-3-319-94463-0 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-94463-0 |
| Data Science and Predictive Analytics | http://link.springer.com/openurl?genre=book&isbn=978-3-319-72347-1 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-72347-1 |
| Analysis for Computer Scientists | http://link.springer.com/openurl?genre=book&isbn=978-3-319-91155-7 | http://link.springer.com/openurl?genre=book&isbn=978-3-319-91155-7 |
| Excel Data Analysis | http://link.springer.com/openurl?genre=book&isbn=978-3-030-01279-3 | http://link.springer.com/openurl?genre=book&isbn=978-3-030-01279-3 |
| A Beginners Guide to Python 3 Programming | http://link.springer.com/openurl?genre=book&isbn=978-3-030-20290-3 | http://link.springer.com/openurl?genre=book&isbn=978-3-030-20290-3 |
| Advanced Guide to Python 3 Programming | http://link.springer.com/openurl?genre=book&isbn=978-3-030-25943-3 | http://link.springer.com/openurl?genre=book&isbn=978-3-030-25943-3 |