Synapses alternatives and similar libraries
Based on the "Machine Learning" category.
Alternatively, view Synapses alternatives based on common mentions on social networks and blogs.
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m2cgen
Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby, F#, Rust) with zero dependencies -
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Intelligent java
Integrate with the latest language models, image generation, speech, and deep learning frameworks like ChatGPT, DALL·E, and Cohere using few java lines.
InfluxDB - Purpose built for real-time analytics at any scale.
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README
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
