AI/ML Learning
Learning Online
fast.ai will teach you everything you need to know
Videos
Neural Networks from Scratch - A great video for understanding neural networks, what a forward pass is, back propagation and the math behind it. (Ryan C)
Books
Recommended Starting Point:
Machine Learning Textbooks:
- Mathematics for Machine Learning - This was one of the textbooks for the machine learning class at Carnegie Mellon. Highly recommended and still used as a resource. It covers all the math principles with Python exercises. (Matt)
For Non-Technical Leaders: Book recommendation for non-technical leaders who are struggling to understand how to implement AI/DL/ML strategies and practices into the organization. It's not super technical, but as more leaders take their organizational frameworks from business it's a good way for them to comprehend the underlying importance of a structured framework for the holistic implementation of these algorithms. (Sam)
Additional Reading:
- Private Empire: ExxonMobil and American Power
- Bitter Fruit: The Story of the American Coup in Guatemala
- Theodore Shackley's "The Third Option" - He wrote about the need to provide alternate options but through the lens of the Cold War. Basically, counter Soviet sneakiness with our own. (Nick)