---
layout: post
title: "Books List: Deep Learning"
date: 2019-03-25 22:00:00 +0100
category: tutorial
tagline: ""
tags: [Deep Learning, Machine Learning]
abstract : "A book list for deep learning."
---
{% include JB/setup %}


A list of deep learning books:

* [__Deep Learning__](#deep-learning) by Ian Goodfellow, Yoshua Bengio, Aaron Courville
* [__Grokking Deep Learning__](#grokking-deep-learning) by Andrew W. Trask
* [__Machine Learning Yearning__](#machine-learning-yearning) by Andrew Ng
* [__Neural Networks and Deep Learning__](#neural-networks-and-deep-learning) by Michael Nielsen
* [__Deep Learning with Python__](#deep-learning-with-python) by Francois Chollet


## Deep Learning

[Deep Learning](https://www.deeplearningbook.org/){:target="_blank"}: An MIT Press book

Authors: Ian Goodfellow and Yoshua Bengio and Aaron Courville.

This book is considered to the "Bible" of Deep Learning and recommended by a lot of people.
"_It is a resource intended to help students and practitioners enter the field of machine learning in general and deep learning in particular._"

We could get the online of the book including its lectures, exercises and other resources.


## Grokking Deep Learning

[Grokking Deep Learning](https://www.manning.com/books/grokking-deep-learning?a_aid=grokkingdl&a_bid=32715258){:target="_blank"}

Author: Andrew W. Trask.

This book "_teaches you to build deep learning neural networks from scratch! In his engaging style, seasoned deep learning expert Andrew Trask shows you the science under the hood, so you grok for yourself every detail of training neural networks._"
"_For readers with high school-level math and intermediate programming skills._"


## Machine Learning Yearning

[Machine Learning Yearning](https://www.deeplearning.ai/machine-learning-yearning/){:target="_blank"}

Author: Andrew Ng

This book "_teaches you how to structure Machine Learning projects._"
It "_is focused not on teaching you ML algorithms, but on how to make ML algorithms work._"


## Neural Networks and Deep Learning

[Neural Networks and Deep Learning](http://neuralnetworksanddeeplearning.com/index.html){:target="_blank"}

Author: Michael Nielsen.

This book teaches neural networks and deep learning.


## Deep Learning with Python

[Deep Learning with Python](https://www.manning.com/books/deep-learning-with-python){:target="_blank"}

Author: Francois Chollet.

This book "_introduces the field of deep learning using the Python language and the powerful Keras library. _"


Add "Books List: Deep Learning"
Add "Books List: Deep Learning"
