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Accelerated Cloud for Artificial Intelligence (ACAI). (arXiv:2401.16791v1 [cs.LG])
cs.LG updates on arXiv.org arxiv.org
Training an effective Machine learning (ML) model is an iterative process
that requires effort in multiple dimensions. Vertically, a single pipeline
typically includes an initial ETL (Extract, Transform, Load) of raw datasets, a
model training stage, and an evaluation stage where the practitioners obtain
statistics of the model performance. Horizontally, many such pipelines may be
required to find the best model within a search space of model configurations.
Many practitioners resort to maintaining logs manually and writing simple glue
code …
artificial artificial intelligence arxiv cloud cs.lg datasets etl evaluation extract intelligence iterative machine machine learning multiple performance pipeline process raw stage statistics training