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Theano (software)

Theano (software)

Theano is a numerical computation library for Python founded in 2016.

OverviewStructured DataIssuesContributors

Contents

deeplearning.net/software/theano/
pytensor.readthedocs.io/en/latest/
Is a
Company
Company
Organization
Organization

Company attributes

Industry
Technology
Technology
Machine learning
Machine learning
Software development
Software development
Artificial Intelligence (AI)
Artificial Intelligence (AI)
Open-source software
Open-source software
Software
Software
B2X
B2B
B2B
Number of Employees (Ranges)
11 – 500
Founded Date
2016
0

Other attributes

Company Operating Status
Active
License
The 3-Clause BSD License
Platform
MacOS
MacOS
Linux
Linux
Source Code
github.com/Theano/Theano
github.com/pymc-devs/pytensor0
Wikidata ID
Q7777252
Written in
Python
CUDA

Theano is a numerical computation library for Python. It allows user to define, optimize, and evaluate mathematical expressions that involve multi-dimensional arrays. The actual language of Theano expressions is symbolic.

It compiles mathematical expressions in Python. It picks up structures and turns them into very efficient code. The code optimizations extract as much performance as possible from the hardware. It uses NumPy, native libraries like BLAS and code (C++) to run CPUs or GPU as fast as it can. Specifically, expressions are defined in an abstract sense, compiled and used to create calculations.

Theano was designed to handle computations required for large neural network algorithms used in Deep Learning. In 2007, Theano's development was a pioneer of libraries of its kind. It is an industry standard for Deep Learning research and development. The MILA group at the University of Montreal developed the computation library and named it Theano, the Greek mathematician and philosopher.

In 2017, the MILA group stopped active development on the Theano project, citing the availability of other actively developed frameworks being made available.

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Patents

Further Resources

Title
Author
Link
Type
Date

GitHub - Theano/Theano: Theano was a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It is being continued as aesara: www.github.com/pymc-devs/aesara

https://github.com/Theano/Theano

Web

Introduction to the Python Deep Learning Library Theano

Jason Brownlee

https://machinelearningmastery.com/introduction-python-deep-learning-library-theano/

Synkhronos: a Multi-GPU Theano Extension for Data Parallelism

Adam Stooke, Pieter Abbeel

http://arxiv.org/abs/1710.04162v1

Academic paper

Theano - Ep. 17 (Deep Learning SIMPLIFIED)

https://www.youtube.com/watch?v=fWkArbYtQbM

12 january 2016

Theano: A Python framework for fast computation of mathematical expressions

The Theano Development Team

https://arxiv.org/pdf/1605.02688.pdf

References

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