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August 1st, 2023 - Adventures in Machine Learning: Unraveling the Power of AI from Hydra Effects to Robotic Minds
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- ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs
- Discovering Adaptable Symbolic Algorithms from Scratch
- RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control
- Guiding Image Captioning Models Toward More Specific Captions
- LLM-Rec: Personalized Recommendation via Prompting Large Language Models
- The Hydra Effect: Emergent Self-repair in Language Model Computations
Chapters
1. Intro (00:00:00)
2. ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs (00:01:55)
3. Discovering Adaptable Symbolic Algorithms from Scratch (00:05:26)
4. RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control (00:06:32)
5. Guiding Image Captioning Models Toward More Specific Captions (00:07:59)
6. LLM-Rec: Personalized Recommendation via Prompting Large Language Models (00:09:29)
7. The Hydra Effect: Emergent Self-repair in Language Model Computations (00:10:36)
75 episodes
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