TensorFlow Tutorials hub screenshot

TensorFlow Tutorial

Watch our TensorFlow tutorial videos below: TensorFlow Tutorial Watch Martin Gorner demonstrate how to construct and train a neural network that recognizes handwritten digits. He also describes some “tricks of the trade” used in neural network design, and finally, he’ll bring the recognition accuracy of his model above 99%. Content applies to software developers of all levels….

Deep Learning expert Brais Martinez About AlphaGo in March 2016

AlphaGo and Deep Learning

Brais Martinez talks about AlphaGo and Deep Learning on March 18, 2016.   Brais Martinez is a Research Fellow & Deep Learning expert at the University of Nottingham. Transcript of Deep Learning expert Brais Martinez About AlphaGo in March 2016 the Alphago has been using deep learning 00:01 to make this happen than is up yes…

Google’s self-learning AI AlphaZero masters chess in 4 hours

Google’s self-learning AI AlphaZero masters chess in 4 hours Watch Google’s self-learning AI AlphaZero play Stockfish masters chess Google’s AI: DeepMind AlphaZero Google’s AI AlphaZero has shocked the chess world. DeepMind’s AI AlphaZero learned to play chess well beyond the skill level of master. AlphaZero bested the 2016 top chess engine Stockfish 8 in a 100-game…

AlphaGo Zero: Learning from scratch

AlphaGo Zero: Learning from scratch Artificial intelligence research has made rapid progress in a wide variety of domains from speech recognition and image classification to genomics and drug discovery. In many cases, these are specialist systems that leverage enormous amounts of human expertise and data. However, for some problems this human knowledge may be too…

How to build a simple neural network in a few lines of Python code

Building a simple neural network can be done in a few lines of Python code. Formula for calculating the neuron’s output The formula for calculating the neuron’s output: Take the weighted sum of the neuron’s inputs: Next we normalise this, so the result is between 0 and 1. For this, we use a mathematically convenient function,…

openAI Gym

OpenAI Gym OpenAI Gym is a toolkit for developing and comparing reinforcement learning algorithms. This is the gym open-source library, which gives you access to a standardized set of environments. https://gym.openai.com/ See What’s New section below gym makes no assumptions about the structure of your agent, and is compatible with any numerical computation library, such as TensorFlow or Theano….

Mastering the game of Go without human knowledge

DeepMind published a paper on AlphaGo Zero titled: Mastering the game of Go without human knowledge:  (http://nature.com/articles/doi:10.1038/nature24270), published in the journal Nature (https://www.nature.com/), they demonstrate a significant step towards this goal. Read more at: https://deepmind.com/blog/alphago-zero-learning-scratch/ and https://www.nature.com/nature/journal/v550/n7676/full/nature24270.html

AlphaGo Zero - learning from scratch: go board edge

How Does DeepMind’s AlphaGo Zero Work?

How Does DeepMind’s AlphaGo Zero Work? Watch this video by Arxiv Insights Published on Nov 13, 2017:   Watch this video by Siraj Raval published on Oct 27, 2017:   Code that replicates AlphaGo: https://github.com/llSourcell/alphago… More learning resources: https://medium.com/@karpathy/alphago-in-context-c47718cb95a5 https://www.tastehit.com/blog/google-deepmind-alphago-how-it-works/ https://machinelearnings.co/understan… https://deepmind.com/research/alphago/ https://www.dcine.com/2016/01/28/alph… https://www.slideshare.net/ShaneSeung… https://www.youtube.com/watch?v=qWcfi… Join us in the Wizards Slack channel: http://wizards.herokuapp.com/   How AlphaGo Works…