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Mary McGlohon

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Reliable Data for Large ML Models: Principles and PracticesSREcon23 Europe/Middle East/Africa2023-10-10
LLM training at pretraining scale multiplies failure modes: corrupted or unlabeled corpus can waste massive GPU weeks and poison every downstream fine-tune…
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Demystifying Machine Learning in Production: Reasoning about a Large-Scale ML PlatformSREcon212021-10-12
Describes a production ML stack: feature-generation pipelines, a batch model-training service with orchestration, an inference service and an online feedback…
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