Libros imprescindibles para aprender Robótica, Data Science y Machine Learning (desde cero)

Si necesitas libros para aprender sobre Inteligencia Artificial, Data Science y todas sus disciplinas estás en el lugar adecuado.

Debido al COVID-19, la editorial Springer ha liberado ya 408 libros (en inglés). Los temas son muy diversos y cubren todos los submundos de la ciencia de datos: cálculo, estadísticas, álgebra, Deep Learning, robótica, visión artificial, data science, bases de datos… También hay varios libros sobre programación en Python, R y MATLAB.

Los libros están disponibles en PDF y EPUB, además se pueden descargar por capítulos. Aquí va una «pequeña» selección de los libros más relevantes, filtrada por towards data science.

Dense prisa porque no sabemos durante cuánto tiempo estarán disponibles:

ACTUALIZACIÓN 30/12/2021: La editorial ya no ofrece estos libros de forma gratuita. Espero que hayas podido pescar alguno. Sin embargo, siguen siendo «Must Reads» interesantes para entrar de lleno en estos temas.

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

Introduction to Statistics and Data Analysis 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. Aggarwalhttp://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 Corkehttp://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 StrategiesFrank 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

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

Y eso es todo…

Si eres un yonki de los libros como yo, probablemente estés ahora mismo agobiado, en plan %#*’GJJJÑ&% y sin saber de dónde vas a sacar el tiempo para leerlos todos… Probablemente aquél que logre absorber y aplicar todos estos conocimientos se convertirá en Tony Stark.