ammonite-spark
SynapseML
| ammonite-spark | SynapseML | |
|---|---|---|
| 1 | 18 | |
| 115 | 4,970 | |
| - | 0.2% | |
| 6.9 | 9.0 | |
| 17 days ago | about 24 hours ago | |
| Scala | Scala | |
| GNU General Public License v3.0 or later | MIT License |
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.
ammonite-spark
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Learning Spark Scala: I'm a medium Python Data Engineer with some experience in Java. I have to learn "enough" Scala to be at ease with Spark's Scala API. I have three weeks. Where should I start ?
https://github.com/alexarchambault/ammonite-spark made the experience more pleasant for me.
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
What are some alternatives?
Apache Spark - Apache Spark - A unified analytics engine for large-scale data processing
mmlspark - Simple and Distributed Machine Learning [Moved to: https://github.com/microsoft/SynapseML]
Quill - Compile-time Language Integrated Queries for Scala
isolation-forest - A Spark/Scala implementation of the isolation forest unsupervised outlier detection algorithm.
kukulcan - A REPL for Apache Kafka
Tensorflow_scala - TensorFlow API for the Scala Programming Language
JustEnoughScalaForSpark - A tutorial on the most important features and idioms of Scala that you need to use Spark's Scala APIs.
deequ - Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.
Breeze - Breeze is a numerical processing library for Scala.
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