Search Results for author: Amol Deshpande

Found 3 papers, 1 papers with code

ModelHub: Towards Unified Data and Lifecycle Management for Deep Learning

no code implementations18 Nov 2016 Hui Miao, Ang Li, Larry S. Davis, Amol Deshpande

Deep learning modeling lifecycle generates a rich set of data artifacts, such as learned parameters and training logs, and comprises of several frequently conducted tasks, e. g., to understand the model behaviors and to try out new models.

Management

ProvDB: A System for Lifecycle Management of Collaborative Analysis Workflows

no code implementations17 Oct 2016 Hui Miao, Amit Chavan, Amol Deshpande

As data-driven methods are becoming pervasive in a wide variety of disciplines, there is an urgent need to develop scalable and sustainable tools to simplify the process of data science, to make it easier to keep track of the analyses being performed and datasets being generated, and to enable introspection of the workflows.

Databases

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