Theano
Theano is a vast online library that is based on the Python programming language. The software program has been developed in such a way that it allows its users to define, optimize and helps in the evaluation of mathematical expressions, especially the functions that are explicitly focussed towards matrices.
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Theano Review and Overview
Theano was created at the University of Montreal in Canada. It is an open-source project and was developed under the eye of the Montreal Institute for Learning Algorithms. The software takes its unique name from the Greek ancient philosopher, who was named Theano and has always been considered as the founder of the golden mean in mathematics.
Faster than others
The Theano software has been produced while keeping in mind that speed and fast processing are one of the many needs in the modern age of mathematics and computer programming. Theano makes it possible for its users to run applications that can attain speeds that have the potential to rival C language implementations, even for problems and programs that come attached with huge chunks of data.
The software is so powerful that it can even beat the programming of a C programming language operating on a CPU. It gets this advantage of a conventional computer by using the power of the recent advancements in the GPU systems.
Maximum optimization
Theano combines the numerous aspects of a computer algebra system (CAS) along with the various aspects that define the function of an optimizing compiler. It also allows its users to generate any number of customized or modified forms C programming language or code, which can then be implemented and used for several mathematical operations.
Conclusion
The utility of making a mixture of CAS and optimizing of the compilation features is especially resourceful for programs and tasks, which face a heavy involvement of numerous complex mathematical operations repeatedly. In such cases, the evaluation speed is of prime importance, and the powerful Theano software is able to pull off such operations with relative ease. With innovative features as automatic differentiation and minimization of functions, Theano has carved itself a niche in the machine learning software industry.
