Machine Learning
Online Courses
Beginner
Siraj Raval’s channel (Youtube)
3blue1brown Series S3 on neural networks (Youtube)
Beginner/Intermediate
Machine Learning by Andrew Ng (Coursera)
Neural Networks for Machine Learning by Geoffrey Hinton (Youtube)
Intermediate/Advanced
CS231n Convolutional Neural Networks for Visual Recognition by Andrew Karpathy
RL Course by David Silver (Youtube)
Deep Learning by Andrew Ng (Coursera)
Deep Learning by Lex Fridman (Youtube)
Blogs
Towards data science (Advances in ML & Intros, Medium)
Tim Urban (Singularity and Super-AI)
Selected AI/Technology podcasts & Ted talks
Lex Fridman interviews influential researchers
JRE on AI/Technology:
Sam Harris on AI/Technology:
– Douglas Rushkoff, Digital Capitalism
– Jaron Lanier, Digital Humanism
– E. Yudkowski, AI: Racing towards the Brink
– Max Tegmark, The Future of Intelligence
– Tristan Harris, What is Technology Doing to Us?
– Kate Darling, Living with Robots
– S. Russell, The Dawn of Artificial Intelligence
– David Krakauer, Complexity & Stupidity
– Neil Degrasse Tyson, Thinking in Public
– David Chalmers, The Light of the Mind
– Max Tegmark, The Multiverse & You & You & You & You…
TED Talks/Events
– Superintelligence: Science or Fiction? | Elon Musk & Other Great Minds
– What happens when our computers get smarter than we are? | Nick Bostrom
– Can we build AI without losing control over it? | Sam Harris
– Tim Urban: “Wait but Why? The Road to Superintelligence” | Talks at Google
– 3 principles for creating safer AI | Stuart Russell
Books
Singularity/Super-AI/AI in society/Ethics
- Max Tegmark, Life 3.0
- Nick Bostrom, Superintelligence: Paths, Dangers, Strategies
- Ray Kurzweil, The Singularity is Near / How to create a mind
- Wallach and Allen, Moral Machines
- Bekey and others, Robot Ethics
- James Barrat, Our Final Invention
Technical
- Russell and Norvig, Artificial Intelligence: A Modern Approach
- C. Bishop, Pattern Recognition and Machine Learning
- K. Murphy, Machine Learning a Probabilistic Perspective
- Sutton and Barto, Reinforcement Learning An Introduction
- D. Barber, Bayesian Reasoning and Machine Learning
- D. Mackay, Information Theory, Inference and Learning Algorithms
- Convex Optimization by Stephen Boyd
Sci-fi novels
Miscellaneous