SynapseML VS Breeze

Compare SynapseML vs Breeze and see what are their differences.

SynapseML

Simple and Distributed Machine Learning (by microsoft)
Spark Pyspark Azure Scala Microsoft ML Machine Learning Databricks cognitive-services Lightgbm HTTP model-deployment Deep Learning AI apache-spark Data Science Synapse Big Data Onnx OpenCV
Source Code
aka.ms
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Breeze

Breeze is a numerical processing library for Scala. (by scalanlp)
Science and Data analysis
Source Code
scalanlp.org
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SynapseML Breeze
18 3
4,967 3,433
0.6% 0.2%
8.9 5.1
3 days ago 2 months ago
Scala Scala
MIT License Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
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.

SynapseML

Posts with mentions or reviews of SynapseML. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-09-12.

Breeze

Posts with mentions or reviews of Breeze. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-11-05.
  • Arbitrary functions of n dimensions in Scala
    1 project | /r/scala | 23 Jan 2023
    Also, you can look at breeze.generic.UFunc for an inspiration.
  • Data science in Scala
    5 projects | /r/scala | 5 Nov 2022
    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.
  • Machine learning on JVM
    6 projects | /r/scala | 5 Apr 2021
    I haven't checked in on this project in a long time, but Breeze is something akin to NumPy/SciPy.

What are some alternatives?

When comparing SynapseML and Breeze you can also consider the following projects:

mmlspark - Simple and Distributed Machine Learning [Moved to: https://github.com/microsoft/SynapseML]

ND4S - ND4S: N-Dimensional Arrays for Scala. Scientific Computing a la Numpy. Based on ND4J.

isolation-forest - A Spark/Scala implementation of the isolation forest unsupervised outlier detection algorithm.

Spire - Powerful new number types and numeric abstractions for Scala.

Tensorflow_scala - TensorFlow API for the Scala Programming Language

Apache Spark - Apache Spark - A unified analytics engine for large-scale data processing

deequ - Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.

Smile - Statistical Machine Intelligence & Learning Engine

azure-kusto-spark - Apache Spark Connector for Azure Kusto

Saddle

cobrix - A COBOL parser and Mainframe/EBCDIC data source for Apache Spark

Zeppelin - Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.

SynapseML vs mmlspark Breeze vs ND4S SynapseML vs isolation-forest Breeze vs Spire SynapseML vs Tensorflow_scala Breeze vs Apache Spark SynapseML vs deequ Breeze vs Smile SynapseML vs azure-kusto-spark Breeze vs Saddle SynapseML vs cobrix Breeze vs Zeppelin