This is a curated list of some of my favorite books and resources for those interested in Artificial Intelligence (AI), Machine Learning (ML), Data Science (DS), Deep Learning (DL), and related topics.
[For those of you coming to this post from the FAU AI Bootcamp, this list should contain all the relevant books, sites, etc. discussed during the bootcamp… and then some.]I plan to update this list often. Please use the comments to suggest other books, sites, videos, etc. and I’ll be happy to consider them for inclusion in revised versions of this list.
Books
- AI Superpowers: China, Silicon Valley, and the New World Order – Kai-Fu Lee (2018)
- Artificial Intelligence: A Guide for Thinking Humans – Melanie Mitchell (2019)
- Artificial Intelligence: A Modern Approach 4/e – Stuart Russell and Peter Norvig (2020)
- Deep Learning – Ian Goodfellow, Yoshua Bengio, and Aaron Courville (2016)
- Deep Learning Illustrated: A Visual, Interactive Guide to Artificial Intelligence – Jon Krohn, Grant Beyleveld, and Aglaé Bassens (2019)
- Deep Learning with Python – François Chollet (2017)
- Deep Learning with R – François Chollet (2018)
- Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems 2/e – Aurélien Géron (2019)
- Human Compatible: Artificial Intelligence and the Problem of Control – Stuart Russell (2019)
- Rebooting AI: Building Artificial Intelligence We Can Trust – Gary Marcus and Ernest Davis (2019)
- The Master Algorithm – Pedro Domingos (2015)
- You Look Like a Thing and I Love You: How Artificial Intelligence Works and Why It’s Making the World a Weirder Place – Janelle Shane (2019)
Videos
- Advice for finding AI use cases – Cassie Kozyrkov
- Artificial Intelligence: A Guide for Thinking Humans – Melanie Mitchell (also available here)
- Deep Learning State of the Art (2020) – Lex Fridman
- You Look Like a Thing and I Love You – Janelle Shane | Talks at Google
GitHub sites and repos
Representative datasets
Demos and other interactive sites
- https://deepart.io/
- https://playground.tensorflow.org/
- https://quickdraw.withgoogle.com/
- https://transformer.huggingface.co/
Blogs and other (often humorous) sites
(FREE) Ebooks
- What is artificial intelligence – Mike Loukides and Ben Lorica, e-book, O’Reilly, 2016
Events
- AI Debate 2 (Dec 2020)
Papers
Blog posts
Feature image: photo by JOHN TOWNER on Unsplash