Chollet: Deep Learning with Python

Metadata

• Title: Deep Learning with Python 2e

• Authors: Francois Chollet

• Publication Year: 2021

• Publisher: Manning

Abstract

An introduction to deep learning using the TensorFlow ecosystem and the Keras API. From the author of Keras.

Chapter Notes

• Chapter 01: What is Deep Learning?

• Chapter 02: Mathematical Building Blocks

• Chapter 03: Intro to Keras and TensorFlow

• Chapter 04: Getting Started with Neural Networks

• Chapter 05: Fundamentals of Machine Learning

• Chapter 06: Universal Workflow

• Chapter 07: Working with Keras: A Deep Dive

• Chapter 08: Intro to DL for Computer Vision

• Chapter 09: Advanced DL for Computer Vision

• Chapter 10: Deep Learning for Timeseries

• Chapter 11: Deep Learning for Text

• Chapter 12: Generative Deep Learning