Dowser

Find the right data, optimize training, ship models fast

5 followers

Find the right data, optimize training, ship models fast

5 followers

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AI Metrics and Evaluation

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LLM Developer Tools

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Dowser doesn’t just clean or label data. It directly trains and benchmarks models to prove which datasets help or hurt performance. Using influence guided training, it produces confident influence scores in minutes on commodity hardware across Huggingface datasets. Teams get precise guidance on what data actually moves the model before spending GPU budget. After the benchmarks are completed, you may use the app to upload your model to Hugginface

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Maker Comment

Hunter

📌

We built Dowser because AI teams keep wasting time and GPU retraining on data that doesn’t help or actively hurts models. Dowser uses influence guided training to show which datasets actually improve performance before you retrain. It benchmarks models directly and gives results in minutes on cheap hardware. Happy to answer questions about influence methods, dataset selection, or where this fits into real training pipelines.

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11d ago

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