Machine Learning

Online Courses


Siraj Raval’s channel (Youtube)

3blue1brown Series S3 on neural networks (Youtube)


Machine Learning by Andrew Ng (Coursera)

Neural Networks for Machine Learning by Geoffrey Hinton (Youtube)


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)


Distill (Advances in ML)

Colah’s blog (Advances in ML)

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:

– Dr. Ben Groetzel

– Dr. Lex Fridman

– Elon Musk

– Sam Harris

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

– Paul Bloom, Abusing Dolores

– 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


Singularity/Super-AI/AI in society/Ethics


Sci-fi novels


Neural Network 3D simulation

Deep Q-Learning Demo

Q&A with Stuart Russell