Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost
Por um escritor misterioso
Last updated 23 junho 2024
![Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost](https://www.marktechpost.com/wp-content/uploads/2021/12/Screen-Shot-2021-12-16-at-4.23.49-PM.png)
As a common and (sometimes) proven belief, deep learning systems seem to learn uninterpretable representations and are far from human understanding. Recently, some studies have highlighted the fact that this may not always be applicable, and some networks may be able to learn human-readable representations. Unfortunately, this ability could merely come from the fact that these networks are exposed to human-generated data. So, to demonstrate their ability to learn like humans (and not that they are simply memorizing human-created labels), it is necessary to test them without any label. Following this idea, the DeepMind and Google Brain teams, together with
![Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost](https://www.science.org/cms/10.1126/science.aar6404/asset/9089bdf4-7be3-4a64-9af7-c8a2202e2b4d/assets/graphic/362_1140_f4.jpeg)
A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play
![Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost](https://www.science.org/do/10.1126/visuals-blog.368/full/4_AlphaZero-1-1625355935867.jpg)
Checkmate: how we mastered the AlphaZero cover, Science
![Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost](https://www.science.org/do/10.1126/visuals-blog.368/full/5_AlphaZero-1625355935867.jpg)
Checkmate: how we mastered the AlphaZero cover, Science
![Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost](https://images.chesscomfiles.com/uploads/v1/images_users/tiny_mce/PeterDoggers/php9t0Ne2.png)
How AlphaZero Learns Chess
![Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost](https://www.pnas.org/cms/10.1073/pnas.2206625119/asset/15e059ed-014c-4040-93cd-f383b87c213f/assets/images/large/pnas.2206625119fig03.jpg)
Acquisition of chess knowledge in AlphaZero
![Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost](https://miro.medium.com/v2/resize:fit:1400/1*3dJqT179ny5vHPA5Oow33w.png)
Four Deep Learning papers from late 2021 that will have a significant impact on 2022, by Leonardo Tanzi
![Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost](https://www.science.org/do/10.1126/visuals-blog.368/abs/Main_AlphaZero.jpg)
Checkmate: how we mastered the AlphaZero cover, Science
![Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost](https://www.marktechpost.com/wp-content/uploads/2023/01/greyscale-low-angle-shot-building-with-cool-design-741x486.jpg)
UK Category - Page 9 of 10 - MarkTechPost
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UK Category - Page 9 of 10 - MarkTechPost
![Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost](https://images.chesscomfiles.com/uploads/v1/images_users/tiny_mce/pete/phpjw3RC9.png)
What's Inside AlphaZero's Chess Brain?
![Understanding AlphaZero Neural Network's SuperHuman Chess Ability - MarkTechPost](https://miro.medium.com/v2/resize:fit:1400/1*BvBPEISUW47oO-lPNk04lQ.jpeg)
AlphaZero Chess: How It Works, What Sets It Apart, and What It Can Tell Us, by Maxim Khovanskiy
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