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neural-symbolic-machines
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neural-symbolic-machines

Neural Symbolic Machines is a framework to integrate neural networks and symbolic representations using reinforcement learning, with applications in program synthesis and semantic parsing.

by crazydonkey200 · GitHub
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deep-learningdeep-reinforcement-learningprogram-synthesisApache-2.0Python
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Learn to create programs and understand language using AI by training models with simple question-answer pairs.

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2026-07-202026-08-31
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Neural Symbolic Machines is a framework to integrate neural networks and symbolic representations using reinforcement learning, with applications in program synthesis and semantic parsing.

neural-symbolic-machines has 385 stars on GitHub. It has been forked 68 times. neural-symbolic-machines is written mainly in Python. It has been in active development since 2018. neural-symbolic-machines is available under the Apache-2.0 license. Its main topics are deep-learning, deep-reinforcement-learning, program-synthesis, reinforcement-learning.

Frequently asked questions

What is neural-symbolic-machines?

Neural Symbolic Machines is a framework to integrate neural networks and symbolic representations using reinforcement learning, with applications in program synthesis and semantic parsing.

Is neural-symbolic-machines open source?

neural-symbolic-machines is an open-source project. It is released under the Apache-2.0 license.

Is neural-symbolic-machines free?

Yes. neural-symbolic-machines is free and open source — you can use, modify and self-host it.

What license does neural-symbolic-machines use?

neural-symbolic-machines is available under the Apache-2.0 license.

What language is neural-symbolic-machines written in?

neural-symbolic-machines is written mainly in Python.

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