delta-sharing
SynapseML
| delta-sharing | SynapseML | |
|---|---|---|
| 4 | 18 | |
| 683 | 4,980 | |
| 1.6% | 0.4% | |
| 7.8 | 9.0 | |
| 16 days ago | 4 days ago | |
| Scala | Scala | |
| Apache License 2.0 | 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.
delta-sharing
- Azure data lake - Data Share
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Why are array databases not extremely popular and mature?
If you buy into the Spark point of view that parquet is a good way of storing images, https://delta.io/sharing/ is a F/OSS (linux foundation) solution.
- Delta Sharing: An Open Protocol for Secure Data Sharing
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Delta Sharing on premise
AFAIK there isn't another implementation other than the reference implementation and the Databricks Cloud implementation. We've found Databricks to be fairly good at responding to issues on Github. So you might want to [submit one and see what they say](https://github.com/delta-io/delta-sharing/issues).
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?
LakeSoul - LakeSoul is an end-to-end, realtime and cloud native Lakehouse framework with fast data ingestion, concurrent update and incremental data analytics on cloud storages for both BI and AI applications.
mmlspark - Simple and Distributed Machine Learning [Moved to: https://github.com/microsoft/SynapseML]
LearningSparkV2 - This is the github repo for Learning Spark: Lightning-Fast Data Analytics [2nd Edition]
isolation-forest - A Spark/Scala implementation of the isolation forest unsupervised outlier detection algorithm.
Jupyter Scala - A Scala kernel for Jupyter
Tensorflow_scala - TensorFlow API for the Scala Programming Language
deequ - Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.
Apache Spark - Apache Spark - A unified analytics engine for large-scale data processing
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