open-datastudio/datastudio

Data science, machine learning tools on the cloud

Open data studio

Open data studio is an open initiative to bring machine learning and large scale data processing open-source software to click away for everyone.

Documentation

Please visit open-datastudio.io

Projects

Component	Project	Description	Integration Status
Notebook	jupyter	Jupyter Lab	Integrated
	zeppelin	Integrates with Apache Zeppelin and Apache Spark on Kubernetes mode	Integrated
Data Lake	hive-metastore	Provides hive metastore server with Postgresql database	Integrated
	spark-thriftserver	Spark cluster on Kubernetes for ODBC/JDBC connection	Integrated
Computing	ray-cluster	Ray cluster	Integrated
	spark-serverless	On-demand Spark cluster from everywhere	Integrated
Machine learning	mlflow-server	MLflow model remote tracking server and ui	Integrated
	mlflow-model-serving	Deploy models from mlflow-server and get endpoint	Integrated
Business Intelligence	metabase	Metabase Business Intelligence	Integrated
	superset	Apache Superset Business Intelligence	Integrated
Misc	spark	It does not integrates to Staroid but publishes docker image for other projects	-

How to contribute?

You can create issues or pull requests to contribute individual repositories under open-datasicence.

If you'd like to create a new integration project here, please create an issue in this repository.

We need your help!

Community

• Open data studio slack channel - Join

License

Open data studio is an open source projects. LICENSE file is included in each repository.

datastudio's Issues

MLflow integration

MLflow is an open source platform for the machine learning lifecycle. It consists of

• Tracking
• Projects
• Models
• Model registry

Integration idea is

Project	Description
open-datastudio/mlflow-server	Provide mlflow server with Postgres backend store, configurable artifact store with default PersistentVolume, for Tracking and Model registry, as well as UI
open-datastudio/mlflow-model-serving	Container for an instance of a model deployed. Deploying a model creates an instance of this project in staroid
open-datastudio/mlflow-model-deploy-plugin	deployment plugin for staroid. Publish to PyPI registry