Outrageous Artificial Intelligence: (Game 5) : DeepMind’s AlphaZero crushes Stockfish Chess Engine – YouTube

1 minute per move, 100 game match, match score: 28 wins, 72 draws, AI Landmark game, Stockfish crushed, Bishop pair worth more than knight and 4 pawns Research paper: “Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm” : David Silver,1∗ Thomas…

The hardest problem on the hardest test – YouTube

A difficult geometry puzzle with an elegant solution. Practice more problem-solving at https://brilliant.org/3b1b Solution to the puzzle mentioned at the end: https://brilliant.org/3b1bindicator/ Special thanks to the following patrons: http://3b1b.co/putnam-thanks These videos exist thanks to Patreon: https://www.patreon.com/3blue1brown A different write-up of this solution: http://lsusmath.rickmabry.org/psisson/putnam/putnam-web.htm 1992 Putnam…

Backpropagation calculus | Appendix to deep learning chapter 3 – YouTube

This one is a bit more symbol heavy, and that’s actually the point. The goal here is to represent in somewhat more formal terms the intuition for how backpropagation works in part 3 of the series, hopefully providing some connection between that video and other…

What is backpropagation really doing? | Chapter 3, deep learning – YouTube

What’s actually happening to a neural network as it learns? Training data generation + T-shirt at http://3b1b.co/crowdflower Crowdflower does some cool work and addresses a meaningful need in machine learning, so I was pretty excited that they agreed to sponsor this video. Find the full…

Gradient descent, how neural networks learn | Chapter 2, deep learning – YouTube

Subscribe for more (part 3 will be on backpropagation): http://3b1b.co/subscribe Thanks to everybody supporting on Patreon. https://www.patreon.com/3blue1brown http://3b1b.co/nn2-thanks For any early stage ML startup founders, Amplify Partners would love to hear from you via [email protected] To learn more, I highly recommend the book by Michael…

But what *is* a Neural Network? | Chapter 1, deep learning – YouTube

Subscribe to stay notified about new videos: http://3b1b.co/subscribe Support more videos like this on Patreon: https://www.patreon.com/3blue1brown Special thanks to these supporters: http://3b1b.co/nn1-thanks For any early-stage ML entrepreneurs, Amplify Partners would love to hear from you: [email protected] Full playlist: http://3b1b.co/neural-networks Typo correction: At 14:45, the last…

Recurrent Neural Networks LSTMs and Vanishing & Exploding Gradients – Fun and Easy Machine Learning

Recurrent Neural Networks LSTMs and Vanishing & Exploding Gradients – Fun and Easy Machine Learning https://www.udemy.com/machine-learning-fun-and-easy-using-python-and-keras/?couponCode=YOUTUBE_ML Limited Time – Discount Coupon Recurrent Neural Networks (RNNs) are popular models that have shown great promise in many Natural Language Processing or NLP tasks. So for example if…

Convolutional Neural Networks – Fun and Easy Machine Learning

Hey guys and welcome to another fun and easy machine tutorial on Convolutional Neural Networks. https://www.udemy.com/machine-learning-fun-and-easy-using-python-and-keras/?couponCode=YOUTUBE_ML Limited Time – Discount Coupon What are Convolutional Neural Networks and why are they important? Convolutional Neural Networks (ConvNets or CNNs) are a category of Neural Networks that have…

Linear Discriminant Analysis LDA – Fun and Easy Machine Learning

Linear Discriminant Analysis LDA – Fun and Easy Machine Learning https://www.udemy.com/machine-learning-fun-and-easy-using-python-and-keras/?couponCode=YOUTUBE_ML Limited Time – Discount Coupon Linear Discriminant Analysis (LDA) is most commonly used as dimensionality reduction technique in the pre-processing step for pattern-classification and machine learning applications. The goal is to project a dataset…

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