Tag Archives: textbook

Free Deep Learning Book

Yoshua Bengio, Ian Goodfellow and Aaron Courville are writing a deep learning book for MIT Press. The book is not yet complete, but the drafts of the chapters are all available online. The authors are also collecting comments about the chapters before the book goes to press.

The book is broken into 3 sections:

  1. Math and Machine Learning Fundamentals
  2. Modern Deep Neural Networks
  3. Current Research in Deep Learning

The book is very technical and probably suitable for a graduate level course. However, if you have the time and interest, resources such as this are highly valuable.

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Elements of Statistical Learning Textbook (Free)

The Elements of Statistical Learning textbook is available for free. It is a classic, widely-used textbooks for statistics and machine learning. Here is a far from complete list of some of the topics:

  • Supervised Learning
  • Linear/Logistic Regression
  • Regularization
  • Model Selection
  • Trees
  • Neural Networks
  • Support Vector Machines
  • Random Forests
  • Unsupervised Learning
  • Clustering

As you can see, the book is quite extensive.


Note: This book has been available for a quite a while, but I realized I have not added a link to it on my blog.

Free Textbook: Mining of Massive Datasets

A few professors from Stanford University have released version 1.1 of their textbook, Mining of Massive Datasets. The book has been created from materials used for a couple of Stanford computer science classes including large-scale data-mining and web mining. The book looks excellent and really focuses on the analysis of data at a large scale. Some people would use the word bigdata. Below is a list of some of the topics covered in the textbook.

  • data mining
  • map-reduce
  • clustering
  • recommender systems
  • and more

The book is free for download, or available from Cambridge University Press.