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A Machine Learning Gateway for Scientific Workflow Design.
- Source :
-
Scientific Programming . 9/29/202, p1-15. 15p. - Publication Year :
- 2020
-
Abstract
- The paper introduces DeepForge, a gateway to deep learning for scientific computing. DeepForge provides an easy to use, yet powerful visual/textual interface to facilitate the rapid development of deep learning models by novices as well as experts. Utilizing a cloud-based infrastructure, built-in version control, and multiuser collaboration support, DeepForge promotes reproducibility and ease of access and enables remote execution of machine learning pipelines. The tool currently supports TensorFlow/Keras, but its extensible architecture enables easy integration of additional platforms. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 10589244
- Database :
- Academic Search Index
- Journal :
- Scientific Programming
- Publication Type :
- Academic Journal
- Accession number :
- 146144520
- Full Text :
- https://doi.org/10.1155/2020/8867380