SynapseML
isolation-forest
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SynapseML | isolation-forest | |
---|---|---|
18 | 1 | |
4,964 | 218 | |
0.5% | 0.5% | |
8.9 | 3.9 | |
7 days ago | about 2 months ago | |
Scala | Scala | |
MIT License | GNU General Public License v3.0 or later |
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
- FLaNK Stack Weekly for 12 September 2023
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Microsoft announces new tool for applying ChatGPT and GPT-4 at massive scales
Release Notes: https://github.com/microsoft/SynapseML/releases/tag/v0.11.0
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Data science in Scala
b) There are libraries around e.g. Microsoft SynapseML, LinkedIn Photon ML
- [N] Microsoft Announces New Integrations with OpenAI and MLFlow
- [N] Microsoft Releases new Integrations with OpenAI and MLflow as part of SynapseML
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[P] Microsoft releases SynapseML v0.9.5 with support for speech synthesis, anomaly detection, and geospatial analytics on large-scale data
Link to Release Notes: https://github.com/microsoft/SynapseML/releases/tag/v0.9.5
- Microsoft releases SynapseML v0.9.5 for distributed geospatial analytics, speech synthesis, and anomaly detection in PySpark.
- [P] SynapseML v0.9.5 announces support for geospatial analytics, speech synthesis, and anomaly detection on large-scale datasets
- Microsoft releases SynapseML v0.9.5 with support for speech synthesis, anomaly detection, and geospatial analytics on Apache Spark
isolation-forest
What are some alternatives?
mmlspark - Simple and Distributed Machine Learning [Moved to: https://github.com/microsoft/SynapseML]
pyod - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)
deequ - Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.
Tensorflow_scala - TensorFlow API for the Scala Programming Language
ScalNet - A Scala wrapper for Deeplearning4j, inspired by Keras. Scala + DL + Spark + GPUs
Breeze - Breeze is a numerical processing library for Scala.
anomaly-detection-resources - Anomaly detection related books, papers, videos, and toolboxes
azure-kusto-spark - Apache Spark Connector for Azure Kusto
cobrix - A COBOL parser and Mainframe/EBCDIC data source for Apache Spark
Smile - Statistical Machine Intelligence & Learning Engine
spark-excel - A Spark plugin for reading and writing Excel files