September 12th, 2023 - Frontiers in AI: From Pint-Sized Powerhouses and Pruned Datasets to Multilingual Mastery and Image Restoration
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- Textbooks Are All You Need II: phi-1.5 technical report
- DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior
- When Less is More: Investigating Data Pruning for Pretraining LLMs at Scale
- MADLAD-400: A Multilingual And Document-Level Large Audited Dataset
- FIAT: Fusing learning paradigms with Instruction-Accelerated Tuning
- Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs
Chapters
1. Intro (00:00:00)
2. Textbooks Are All You Need II: phi-1.5 technical report (00:02:20)
3. DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior (00:04:42)
4. When Less is More: Investigating Data Pruning for Pretraining LLMs at Scale (00:05:59)
5. MADLAD-400: A Multilingual And Document-Level Large Audited Dataset (00:07:21)
6. FIAT: Fusing learning paradigms with Instruction-Accelerated Tuning (00:08:32)
7. Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs (00:10:01)
75 episodes