diff --git a/books/free-programming-books-subjects.md b/books/free-programming-books-subjects.md index 912b82ce4..f0266b31c 100644 --- a/books/free-programming-books-subjects.md +++ b/books/free-programming-books-subjects.md @@ -18,8 +18,8 @@ Books that cover a specific programming language can be found in the [BY PROGRA * [Computer Science](#computer-science) * [Computer Vision](#computer-vision) * [Containers](#containers) +* [Data Science](#data-science) * [Database](#database) -* [Datamining](#datamining) * [Game Development](#game-development) * [Graphical user interfaces](#graphical-user-interfaces) * [Graphics Programming](#graphics-programming) @@ -245,6 +245,22 @@ Books that cover a specific programming language can be found in the [BY PROGRA * [Uncomplicating Kubernetes](https://livro.descomplicandokubernetes.com.br/en/) - Jeferson Fernando +### Data Science + +* [A Programmer's Guide to Data Mining](http://guidetodatamining.com) - Ron Zacharski (Draft) +* [Data Jujitsu: The Art of Turning Data into Product](http://www.oreilly.com/data/free/data-jujitsu.csp) (email address *requested*, not required) +* [Data Mining Algorithms In R](https://en.wikibooks.org/wiki/Data_Mining_Algorithms_In_R) - Wikibooks +* [Elements of Data Science](https://allendowney.github.io/ElementsOfDataScience/README.html) - Allen B. Downey +* [Fundamentals of Data Visualization](https://clauswilke.com/dataviz/) - Claus O. Wilke (HTML) +* [Internet Advertising: An Interplay among Advertisers, Online Publishers, Ad Exchanges and Web Users](http://arxiv.org/pdf/1206.1754v2.pdf) (PDF) +* [Introduction to Data Science](https://docs.google.com/file/d/0B6iefdnF22XQeVZDSkxjZ0Z5VUE/edit?pli=1) - Jeffrey Stanton +* [Mining of Massive Datasets](http://infolab.stanford.edu/~ullman/mmds/book.pdf) - Jure Leskovec, Anand Rajaraman, Jeffrey D. Ullman (PDF) +* [School of Data Handbook](http://schoolofdata.org/handbook/) +* [Statistical inference for data science](https://leanpub.com/LittleInferenceBook/read) - Brian Caffo +* [The Ultimate Guide to 12 Dimensionality Reduction Techniques (with Python codes)](https://www.analyticsvidhya.com/blog/2018/08/dimensionality-reduction-techniques-python/) - Pulkit Sharma +* [Theory and Applications for Advanced Text Mining](http://www.intechopen.com/books/theory-and-applications-for-advanced-text-mining) + + ### Database * [Database Design – 2nd Edition](https://opentextbc.ca/dbdesign01/) - Adrienne Watt, Nelson Eng @ BCcampus Open Pressbooks (HTML, PDF, EPUB, Kindle) @@ -258,21 +274,6 @@ Books that cover a specific programming language can be found in the [BY PROGRA * [The Theory of Relational Databases](http://web.cecs.pdx.edu/~maier/TheoryBook/TRD.html) -### Datamining - -* [A Programmer's Guide to Data Mining](http://guidetodatamining.com) - Ron Zacharski (Draft) -* [Data Jujitsu: The Art of Turning Data into Product](http://www.oreilly.com/data/free/data-jujitsu.csp) (email address *requested*, not required) -* [Data Mining Algorithms In R](https://en.wikibooks.org/wiki/Data_Mining_Algorithms_In_R) - Wikibooks -* [Elements of Data Science](https://allendowney.github.io/ElementsOfDataScience/README.html) - Allen B. Downey -* [Internet Advertising: An Interplay among Advertisers, Online Publishers, Ad Exchanges and Web Users](http://arxiv.org/pdf/1206.1754v2.pdf) (PDF) -* [Introduction to Data Science](https://docs.google.com/file/d/0B6iefdnF22XQeVZDSkxjZ0Z5VUE/edit?pli=1) - Jeffrey Stanton -* [Mining of Massive Datasets](http://infolab.stanford.edu/~ullman/mmds/book.pdf) - Jure Leskovec, Anand Rajaraman, Jeffrey D. Ullman (PDF) -* [School of Data Handbook](http://schoolofdata.org/handbook/) -* [Statistical inference for data science](https://leanpub.com/LittleInferenceBook/read) - Brian Caffo -* [The Ultimate Guide to 12 Dimensionality Reduction Techniques (with Python codes)](https://www.analyticsvidhya.com/blog/2018/08/dimensionality-reduction-techniques-python/) - Pulkit Sharma -* [Theory and Applications for Advanced Text Mining](http://www.intechopen.com/books/theory-and-applications-for-advanced-text-mining) - - ### Game Development * [2D Game Development: From Zero To Hero](https://github.com/Penaz91/2DGD_F0TH) - Daniele Penazzo (HTML, [PDF, EBPUB, Kindle...](https://therealpenaz91.itch.io/2dgd-f0th#download)) (:construction: *in process*)