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The moment we stopped understanding AI [AlexNet] 2 дня назад


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The moment we stopped understanding AI [AlexNet]

Thanks to KiwiCo for sponsoring today's video! Go to https://www.kiwico.com/welchlabs and use code WELCHLABS for 50% off your first month of monthly lines and/or for 20% off your first Panda Crate. Activation Atlas Posters! https://www.welchlabs.com/resources/5... https://www.welchlabs.com/resources/a... https://www.welchlabs.com/resources/l... https://www.welchlabs.com/resources/a... Special thanks to the Patrons: Juan Benet, Ross Hanson, Yan Babitski, AJ Englehardt, Alvin Khaled, Eduardo Barraza, Hitoshi Yamauchi, Jaewon Jung, Mrgoodlight, Shinichi Hayashi, Sid Sarasvati, Dominic Beaumont, Shannon Prater, Ubiquity Ventures, Matias Forti Welch Labs Ad free videos and exclusive perks:   / welchlabs   Watch on TikTok:   / welchlabs   Learn More or Contact: https://www.welchlabs.com/ Instagram:   / welchlabs   X:   / welchlabs   References AlexNet Paper https://proceedings.neurips.cc/paper_... Original Activation Atlas Article- explore here - Great interactive Atlas! https://distill.pub/2019/activation-a... Carter, et al., "Activation Atlas", Distill, 2019. Feature Visualization Article: https://distill.pub/2017/feature-visu... `Olah, et al., "Feature Visualization", Distill, 2017.` Great LLM Explainability work: https://transformer-circuits.pub/2024... Templeton, et al., "Scaling Monosemanticity: Extracting Interpretable Features from Claude 3 Sonnet", Transformer Circuits Thread, 2024. “Deep Visualization Toolbox" by Jason Yosinski video inspired many visuals:    • Deep Visualization Toolbox   Great LLM/GPT Intro paper https://arxiv.org/pdf/2304.10557 3B1Bs GPT Videos are excellent, as always:    • Attention in transformers, visually e...      • But what is a GPT?  Visual intro to t...   Andrej Kerpathy's walkthrough is amazing:    • Let's build GPT: from scratch, in cod...   Goodfellow’s Deep Learning Book https://www.deeplearningbook.org/ OpenAI’s 10,000 V100 GPU cluster (1+ exaflop) https://news.microsoft.com/source/fea... GPT-3 size, etc: Language Models are Few-Shot Learners, Brown et al, 2020. Unique token count for ChatGPT: https://cookbook.openai.com/examples/... GPT-4 training size etc, speculative: https://patmcguinness.substack.com/p/... https://www.semianalysis.com/p/gpt-4-... Historical Neural Network Videos    • Convolutional Network Demo from 1989      • Perceptron Research from the 50's & 6...  

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