Two Minute Papers: 6 Life Lessons I Learned From AI Research Two Minute Papers: DeepMind’s AlphaStar Beats Humans 10-0 (or 1) Two Minute Papers: OpenAI Plays Hide and Seek … and Breaks The Game! Two Minute Papers: 4 Experiments Where the AI Outsmarted Its Creators Two Minute Papers: OpenAI Five Beats World Champion DOTA2 Team 2-0! Two Minute Papers: This AI Does Nothing In Games … And Still Wins! Two Minute Papers: This AI Clones Your Voice After Listening for 5 Seconds Two Minute Papers: DeepFake Detector AIs Are Good Too! Two Minute Papers: AI Learns To Compute Game Physics In Microseconds! Two Minute Papers: Everybody Can Make Deepfakes Now! Two Minute Papers: This AI Learned Boxing … with Serious Knockout Power! Two Minute Papers: This is What Abraham Lincoln May Have Looked Like! Two Minute Papers: Virtual Characters Learn To Work Out … and Undergo Surgery Two Minute Papers: Perfect Virtual Hands – But At A Cost! Two Minute Papers: AI Learns to Animate Humanoids Two Minute Papers: Ken Burns Effect, Now In 3D! • Two Minute Papers: New AI Research Work Fixes Your Choppy Videos! • Two Minute Papers: Google’s New AI Puts Video Calls On Steroids! • Two Minute Papers: This AI Creates Human Faces From Your Sketches! • Two Minute Papers: How Does Deep Learning Work? #24 • Two Minute Papers: Can an AI Learn Lip Reading? • Two Minute Papers: Two Shots of Green Screen Please! • Two Minute Papers: How To Get Started With Machine Learning? #51 Two Minute Papers: This AI Creates Dessert Photos … and more! • Two Minute Papers: NVIDIA’s AI Dreams Up Imaginary Celebrities #207 • Two Minute Papers: DeepMind’s New AI Dreams Up Videos on Many Topics • Two Minute Papers: Beautiful Gooey Simulations, Now 10 Times Faster • Two Minute Papers: How Do Genetic Algorithms Work? #32 • Two Minute Papers: AI Makes 3D Models From Photos #122 • Two Minute Papers: What is De-Aging? • Two Minute Papers: This AI Made Me Look Like Obi-Wan Kenobi! • Two Minute Papers: Artistic Style Transfer For Videos #68 • Two Minute Papers: DeepMind’s WaveNet, 1000 Times Faster | Two Minute Papers #232 Two Minute Papers: This is How You Hack A Neural Network Two Minute Papers: We Can All Be Video Game Characters With This AI Two Minute Papers: DeepMind’s AI Learns Locomotion From Scratch | Two Minute Papers #190 ★★★★★ Two Minute Papers: DeepMind’s New AI Helps Detecting Breast Cancer •

Two Minute Papers: How To Get Started With Machine Learning? #51

In this AI video ...

I get a lot of messages from you Fellow Scholars that you would like to get started in machine learning and are looking for materials. Below you find a ton of resources to get you started!

The AI Revolution: The Road to Superintelligence on Wait But Why:

The AI Revolution: The Road to Superintelligence

The AI Revolution: Our Immortality or Extinction

Superintelligence by Nick Bostrom:

Andrew Ng on Coursera – https://class.coursera.org/ml-005/lecture
Nando de Freitas (UBC) – https://www.youtube.com/playlist?list=PLE6Wd9FR–Ecf_5nCbnSQMHqORpiChfJf
Nando de Freitas (Oxford) – https://www.youtube.com/playlist?list=PLE6Wd9FR–EfW8dtjAuPoTuPcqmOV53Fu
Nando de Freitas (more) – https://www.youtube.com/playlist?list=PLE6Wd9FR–EdyJ5lbFl8UuGjecvVw66F6

One more at Caltech – https://work.caltech.edu/telecourse.html
Andrej Karpathy – https://www.youtube.com/playlist?list=PLkt2uSq6rBVctENoVBg1TpCC7OQi31AlC
UC Berkeley – https://www.youtube.com/channel/UCshmLD2MsyqAKBx8ctivb5Q/videos
Geoffrey Hinton – https://www.coursera.org/course/neuralnets
Machine Learning specialization at Coursera – https://www.coursera.org/specializations/machine-learning
MIT – http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/
Mathematicalmonk’s course: https://www.youtube.com/watch?v=yDLKJtOVx5c&list=PLD0F06AA0D2E8FFBA&index=0

“Pattern Recognition and Machine Learning” by Christoper Bishop: https://www.microsoft.com/en-us/research/people/cmbishop/

“Algorithms for Reinforcement Learning” by Csaba Szepesvári: https://sites.ualberta.ca/~szepesva/papers/RLAlgsInMDPs.pdf

A great talk on deep learning libraries:

Two great sources to check for new papers:

One more great post on how to get started with machine learning:

A great blog post on how to get started with Keras:

A website with lots of intuitive articles on deep learning:

A free book on deep learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville:

The thumbnail background image was created by C_osett – https://flic.kr/p/sDTYmm
Splash screen/thumbnail design: Felícia Fehér – http://felicia.hu

YouTube Source for this AI/Deep Learning/Research Video

AI video(s) you might be interested in …