Transformer Neural Networks, ChatGPT's foundation, Clearly Explained!!!

Transformer Neural Networks are the heart of pretty much everything exciting in AI right now. ChatGPT, Google Translate and many other cool things, are based...

StatQuest with Josh Starmer•1.0M views•36:15

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Transformer Neural Networks are the heart of pretty much everything exciting in AI right now. ChatGPT, Google Translate and many other cool things, are based on Transformers. This StatQuest cuts through all the hype and shows you how a Transformer works, one-step-at-a time. NOTE: If you're interested in learning more about Backpropagation, check out these 'Quests: The Chain Rule: https://youtu.be/wl1myxrtQHQ Gradient Descent: https://youtu.be/sDv4f4s2SB8 Backpropagation Main Ideas: https://youtu.be/IN2XmBhILt4 Backpropagation Details Part 1: https://youtu.be/iyn2zdALii8 Backpropagation Details Part 2: https://youtu.be/GKZoOHXGcLo If you're interested in learning more about the SoftMax function, check out: https://youtu.be/KpKog-L9veg If you're interested in learning more about Word Embedding, check out: https://youtu.be/viZrOnJclY0 If you'd like to learn more about calculating similarities in the context of neural networks and the Dot Product, check out: Cosine Similarity: https://youtu.be/e9U0QAFbfLI Attention: https://youtu.be/PSs6nxngL6k For a complete index of all the StatQuest videos, check out: https://statquest.org/video-index/ If you'd like to support StatQuest, please consider... Patreon: https://www.patreon.com/statquest ...or... YouTube Membership: https://www.youtube.com/channel/UCtYLUTtgS3k1Fg4y5tAhLbw/join ...buying one of my books, a study guide, a t-shirt or hoodie, or a song from the StatQuest store... https://statquest.org/statquest-store/ ...or just donating to StatQuest! https://www.paypal.me/statquest Lastly, if you want to keep up with me as I research and create new StatQuests, follow me on twitter: https://twitter.com/joshuastarmer 0:00 Awesome song and introduction 1:26 Word Embedding 7:30 Positional Encoding 12:53 Self-Attention 23:37 Encoder and Decoder defined 23:53 Decoder Word Embedding 25:08 Decoder Positional Encoding 25:50 Transformers were designed for parallel computing 27:13 Decoder Self-Attention 27:59 Encoder-Decoder Attention 31:19 Decoding numbers into words 32:23 Decoding the second token 34:13 Extra stuff you can add to a Transformer #StatQuest #Transformer #ChatGPT

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Jul 24, 2023

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