The Deep Learning textbook is a resource intended to help students and practitioners enter the field of machine learning in general and deep learning in particular. The online version of the book is now complete and will remain available online for free. For more information about this 700+ pages free book and its authors, click here. 

The picture below represents a selection of (non-free) deep learning books: you can check them here. For other free data science books, click here. To access the free deep learning textbook, scroll down to the contents section, below the picture.

Contents

• Table of Contents
• Acknowledgements
• Notation
• Introduction
• Part I: Applied Math and Machine Learning Basics
  • Linear Algebra
  • Probability and Information Theory
  • Numerical Computation
  • Machine Learning Basics
• Part II: Modern Practical Deep Networks
  • Deep Feedforward Networks
  • Regularization for Deep Learning
  • Optimization for Training Deep Models
  • Convolutional Networks
  • Sequence Modeling: Recurrent and Recursive Nets
  • Practical Methodology
  • Applications
• Part III: Deep Learning Research
  • Linear Factor Models
  • Autoencoders
  • Representation Learning
  • Structured Probabilistic Models for Deep Learning
  • Monte Carlo Methods
  • Confronting the Partition Function
  • Approximate Inference
  • Deep Generative Models
• Bibliography
• Index

Top DSC Resources

• Article: Difference between Machine Learning, Data Science, AI, Deep Learnin...
• Article: What is Data Science? 24 Fundamental Articles Answering This Question
• Article: Hitchhiker's Guide to Data Science, Machine Learning, R, Python
• Tutorial: Data Science Cheat Sheet
• Tutorial: How to Become a Data Scientist - On Your Own
• Tutorial: Advanced Machine Learning with Basic Excel
• Categories: Data Science - Machine Learning - AI - IoT - Deep Learning
• Tools: Hadoop - DataViZ - Python - R - SQL - Excel
• Techniques: Clustering - Regression - SVM - Neural Nets - Ensembles - Decision Trees
• Links: Cheat Sheets - Books - Events - Webinars - Tutorials - Training - News - Jobs
• Links: Announcements - Salary Surveys - Data Sets - Certification - RSS Feeds - About Us
• Newsletter: Sign-up - Past Editions - Members-Only Section - Content Search - For Bloggers
• DSC on: Ning - Twitter - LinkedIn - Facebook - GooglePlus

Follow us on Twitter: @DataScienceCtrl | @AnalyticBridge