EPISODES:
Two Minute Papers: Perfect Virtual Hands – But At A Cost! Two Minute Papers: Virtual Characters Learn To Work Out … and Undergo Surgery Two Minute Papers: This is What Abraham Lincoln May Have Looked Like! Two Minute Papers: This AI Learned Boxing … with Serious Knockout Power! Two Minute Papers: Everybody Can Make Deepfakes Now! Two Minute Papers: AI Learns To Compute Game Physics In Microseconds! Two Minute Papers: DeepFake Detector AIs Are Good Too! Two Minute Papers: This AI Clones Your Voice After Listening for 5 Seconds Two Minute Papers: This AI Does Nothing In Games … And Still Wins! Two Minute Papers: OpenAI Five Beats World Champion DOTA2 Team 2-0! 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: AI Learns to Animate Humanoids Two Minute Papers: Ken Burns Effect, Now In 3D! • Two Minute Papers: This AI Creates Human Faces From Your Sketches! • Two Minute Papers: Google’s New AI Puts Video Calls On Steroids! • Two Minute Papers: New AI Research Work Fixes Your Choppy Videos! • 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: Beautiful Gooey Simulations, Now 10 Times Faster • Two Minute Papers: DeepMind’s New AI Dreams Up Videos on Many Topics • 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: DeepMind’s AI Learns Locomotion From Scratch | Two Minute Papers #190 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 New AI Helps Detecting Breast Cancer • Two Minute Papers: Artistic Style Transfer For Videos #68 •

Two Minute Papers: Artificial Neural Networks and Deep Learning | Two Minute Papers #3

Artificial neural networks provide us incredibly powerful tools in machine learning that are useful for a variety of tasks ranging from image classification to voice translation. So what is all the deep learning rage about? The media seems to be all over the newest neural network research of the DeepMind company that was recently acquired by Google. They used neural networks to create algorithms that are able to play Atari games, learn them like a human would, eventually achieving superhuman performance.

Deep learning means that we use artificial neural network with multiple layers, making it even more powerful for more difficult tasks. These machine learning techniques proved to be useful for many tasks beyond image recognition: they also excel at weather predictions, breast cancer cell mitosis detection, brain image segmentation and toxicity prediction among many others.

If you would like to know more about neural networks and deep learning, make sure to check out these talks from Andrew Ng:

You can also check out this gorgeous application of neural networks and reinforcement learning from Google DeepMind:
http://www.wired.co.uk/news/archive/2015-02/25/google-deepmind-atari
Disclaimer: I was not part of this research project, I am merely providing commentary on this work.

In Two Minute Papers, I attempt to bring the most awesome research discoveries to everyone a couple minutes at a time.

Music: “Watercolors” by John Deley and the 41 Players

Subscribe if you would like to see more of these! – http://www.youtube.com/subscription_center?add_user=keeroyz

Károly Zsolnai’s links:
Patreon → https://www.patreon.com/TwoMinutePapers
Facebook → https://www.facebook.com/TwoMinutePapers/
Web → https://cg.tuwien.ac.at/~zsolnai/
Twitter → https://twitter.com/karoly_zsolnai

YouTube Source for this AI/Deep Learning/Research Video

AI video(s) you might be interested in …