photon-ml
Breeze
photon-ml | Breeze | |
---|---|---|
1 | 3 | |
791 | 3,437 | |
0.0% | 0.1% | |
10.0 | 5.1 | |
over 2 years ago | 3 months ago | |
Terra | Scala | |
GNU General Public License v3.0 or later | Apache License 2.0 |
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photon-ml
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Data science in Scala
b) There are libraries around e.g. Microsoft SynapseML, LinkedIn Photon ML
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?
spark-nlp - State of the Art Natural Language Processing
Spire - Powerful new number types and numeric abstractions for Scala.
SynapseML - Simple and Distributed Machine Learning
ND4S - ND4S: N-Dimensional Arrays for Scala. Scientific Computing a la Numpy. Based on ND4J.
saddle - SADDLE: Scala Data Library
Apache Spark - Apache Spark - A unified analytics engine for large-scale data processing
Smile - Statistical Machine Intelligence & Learning Engine
Saddle
Numsca - numsca is numpy for scala
Zeppelin - Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.
Algebird - Abstract Algebra for Scala
Squants - The Scala API for Quantities, Units of Measure and Dimensional Analysis