arXiv (Cornell University)· 2012· Preprint
Theano: new features and speed improvements
- 1,040citations
- 2012year
Short summary
Theano, a linear algebra compiler, has been updated with new features and significant speed enhancements.
AI-generated from the title and abstract; the full text is not read.
Key points
- Theano is a linear algebra compiler that optimizes symbolic mathematical computations.
- New features and efficiency improvements have been implemented.
- Performance benchmarks show Theano is faster than Torch7 and RNNLM.
AI-generated from the title and abstract; the full text is not read.
Abstract
Theano is a linear algebra compiler that optimizes a user's symbolically-specified mathematical computations to produce efficient low-level implementations. In this paper, we present new features and efficiency improvements to Theano, and benchmarks demonstrating Theano's performance relative to Torch7, a recently introduced machine learning library, and to RNNLM, a C++ library targeted at recurrent neural networks.
The authors' abstract, as published at the source. arXiv (Cornell University), 2012 · DOI ↗
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Field: Hardware and Architecture
Hardware and ArchitectureComputer Science