Synapses
Breeze
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Synapses | Breeze | |
---|---|---|
1 | 3 | |
68 | 3,433 | |
- | 0.2% | |
0.0 | 5.1 | |
over 2 years ago | 2 months ago | |
Elixir | Scala | |
MIT License | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Synapses
Breeze
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Arbitrary functions of n dimensions in Scala
Also, you can look at breeze.generic.UFunc for an inspiration.
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Data science in Scala
You can use https://github.com/scalanlp/breeze. A Scala library that's sorta a numpy/plotting equivalent. Unlike Spark which covers more use cases than just the classic Data Science workflow, Breeze is built specifically for "Data Science in Scala". The drawback is a classic one in Scala land where some major libraries abruptly get abandoned. Breeze's commits seem to have slowed down significantly and their website on their github page www.scalanlp.org is broken.
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Machine learning on JVM
I haven't checked in on this project in a long time, but Breeze is something akin to NumPy/SciPy.
What are some alternatives?
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
ND4S - ND4S: N-Dimensional Arrays for Scala. Scientific Computing a la Numpy. Based on ND4J.
ML.NET - ML.NET is an open source and cross-platform machine learning framework for .NET.
Spire - Powerful new number types and numeric abstractions for Scala.
Brain.js - Simple feed-forward neural network in JavaScript
Apache Spark - Apache Spark - A unified analytics engine for large-scale data processing
Keras.js - Run Keras models in the browser, with GPU support using WebGL
Smile - Statistical Machine Intelligence & Learning Engine
Dannjs - Easy to use Deep Neural Network Library for JavaScript.
Saddle
neurojs - A JavaScript deep learning and reinforcement learning library.
Zeppelin - Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.