A Great Collection of Deep Learning (e)Books
- Deep Dive into Different Types of Convolutions for Deep Learning [Theory-based from beginner to advanced level, contains many ideas, Great for Computer Vision, NLP, Speech processing engineers/researchers/students & also appropriate for data scientists]
- Programming PyTorch for Deep Learning - by Ian Pointer [General, Excellent book, based on PyTorch, Programming + Little theory, O’Reilly Publisher]
- AI and Machine Learning for Coders [General, Excellent book, based on TensorFlow, Programming + Little theory, O’Reilly Publisher]
- Deep Learning with PyTorch [General, Good, based on PyTorch, Programming + Little theory, Manning Publisher]
- Deep Learning with Python by Francois Chollet - 2nd edition [General, Good, based on Keras, Programming + Little theory, Manning Publisher]
- Dive into Deep Learning [General, Good, based on Mxnet/PyTorch/TensorFlow/NumPy, Programming + theory, Free (support from Amazon)]
- Deep Learning for Coders With Fastai and Pytorch AI Applications Without a Phd [General, Semi Good, based on PyTorch, Programming + Little theory, O’Reilly Publisher]
- Deep Learning for Coders With Fastai and Pytorch AI Applications Without a Phd - GitHub
- Grokking Deep Learning [General, Semi-Good, Theory in simple language + Programming, Manning Publisher]
- Deep Learning for Vision Systems - by Elgendy [Computer Vision, Good, based on Keras, Programming + theory, Manning Publisher]
- Practical Natural Language Processing [NLP, Good, Programming + theory, O’Reilly Publisher]
- Natural Language Processing with PyTorch [NLP, Good, Programming + theory, O’Reilly Publisher]
- Natural Language Processing with Transformers [Great]
- Reinforcement Learning, An Introduction [by Richard S. Sutton, MIT Press]
- Deep Reinforcement Learning in Action [by Alexander Zai and Brandon Brown, Good, Programming + Theory, Manning Publisher]
- Deep Learning and the Game of Go [by Max Pumperla and Kevin Ferguson, Good, Programming + Theory, Manning Publisher]
- Grokking Deep Reinforcement Learning [by Miguel Morales, Good, Theory + Programming, Manning Publisher]
- TinyML - Machine Learning with TensorFlow Lite on Arduino and Ultra-Low-Power Microcontrollers -- by Pete Warden & Daniel Situnayake [Good book, based on TensorFlow Lite on Arduino, Programming/Practical, O’Reilly Publisher]
- Practical Deep Learning for Cloud, Mobile, and Edge [Good book, based on Keras/TensorFlow, Programming/Practical, O’Reilly Publisher]
- AI and Machine Learning On-Device Development [Good book, based on ML Kit/TensorFlow Lite/Core ML, Programming/Practical, O’Reilly Publisher]
- Generative Deep Learning - by David Foster [General (i.e., GAN for image/audio/text data), Great book, based on Keras, theory + Programming , O’Reilly Publisher]
- GANs in Action - by Jakub Langr, and Vladimir Bok [Image based, Good, based on Keras, theory + Programming, Manning Publisher]
- Deep Learning with JavaScript: Neural networks in TensorFlow.js [Good, based on JS, Programming + theory, Manning Publisher]
- Hands-on Machine Learning with JavaScript [Programming + Little theory, packtpub]
- Kubeflow for Machine Learning [Great book, O’Reilly Publisher]
- Ansible for DevOps - Server and configuration management for humans
- Ansible for Kubernetes - Automate app deployment on any scale with Ansible and K8s
- Cloud Native DevOps with Kubernetes [Good book, O’Reilly Publisher]
- Kubernetes: Up and Running, 2nd Edition
- INSPIRED: How to Create Tech Products Customers Love - 2nd Edition [Great book, Wiley Publisher]
- Managing Humans: Biting and Humorous Tales of a Software Engineering Manager
- The Hard Thing About Hard Things: Building a Business When There Are No Easy Answers
- Cracking the PM Interview
- Building Machine Learning Powered Applications
- Python for Data Analysis, 2nd Edition
- Data Science from Scratch, 2nd Edition
- Hands-On Exploratory Data Analysis with Python
- Mining the Social Web, 3rd Edition
- Web Scraping with Python, 2nd Edition
- Practical Web Scraping for Data Science, Apress Publisher
- Python Tricks: The Book [Intermediate & Advanced Level, & Great]
- Python 101
- Python Crash Course, 2nd Edition
- Daily Coding Problem [Great]
- Cracking the Coding Interview
- Cracking the Coding Interview - Solutions
- Artificial Intelligence in Finance [Deep Learning + Finance & Data Science, Good, Programming + theory, O’Reilly Publisher]
- Best Machine Learning Books (Updated for 2020)
- Deep Learning Interviews: Hundreds of fully solved job interview questions from a wide range of key topics in AI [Interesting]