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David Berenstein

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🀯 No data? No problem! Synthetic data to the rescuePyCon Italia 20252025-05-28
Claims that synthetic data speeds model development and reduces cost and privacy risk by generating training and evaluation sets from prompts. A reproducible…
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🧼 From GPU-poor to data-rich: data quality practices for LLM fine-tuningPyCon Italia 20242024-05-22
Shows that consumer GPUs plus careful data work let teams skip expensive pretraining and fine-tune open models using synthetic and human-labeled mixes, with…
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