Synapses
A lightweight library for neural networks that runs anywhere!
Getting Started
Why Sypapses?
It's easy
- Add one dependency to your project.
- Write a single import statement.
- Use a few pure functions.
You are all set!
It runs anywhere
Supported languages:
It's compatible across languages
- The interface is common across languages.
- You can transfer a network from one platform to another via its json instance. Create a neural network in Python, train it in Java and get its predictions in JavaScript!
It offers visualizations
Get an overview of a neural network by taking a brief look at its svg drawing.
It's customizable
You can specify the activation function and the weight distribution for the neurons of each layer. If this is not enough, edit the json instance of a network to be exactly what you have in mind.
It's efficient
The implementation is based on lazy list. The information flows smoothly. Everything is obtained at a single pass.
Data preprocessing is simple
By annotating the discrete and continuous attributes, you can create a preprocessor that encodes and decodes the datapoints.
Works for huge datasets
The functions that process big volumes of data, have an Iterable/Stream as argument. RAM should not get full!
It's well tested
Every function is tested for every language. Please take a look at the test projects.
Dependencies
Misc
1 maintainer
Metadata
1 maintainer
Release files for synapses-py 7.4.1
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| File | Size | Uploaded | Provenance | Actions |
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| synapses-py-7.4.1.tar.gz | 11.3 kB | Without provenance | Details for synapses-py-7.4.1.tar.gz |
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| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| synapses_py-7.4.1-py3-none-any.whl | Python 3 | none | any | Details for synapses_py-7.4.1-py3-none-any.whl |
Total release size: 25.3 kB
Release files / synapses-py-7.4.1.tar.gz
| Download URL | synapses-py-7.4.1.tar.gz |
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| Size | 11.3 kB |
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Release files / synapses_py-7.4.1-py3-none-any.whl
| Download URL | synapses_py-7.4.1-py3-none-any.whl |
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| Size | 14.0 kB |
| Tags | Python 3 |
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