Python Automated Machine Learning library for tabular data
SAP-HANA-AutoML
Simple but powerful Automated Machine Learning library for tabular data. It uses efficient in-memory SAP HANA algorithms to automate routine Data Science tasks.
Disclaimer
This library is an open-source research project and is not part of any official SAP products.
What’s this?
This is a simple but accurate Automated Machine Learning library. Based on SAP HANA powerful in-memory algorithms, it provides high accuracy in multiple machine learning tasks. Our library also uses numerous data preprocessing functions to automate routine data cleaning tasks. So, hana_automl goes through all AutoML steps and makes Data Science work easier.
Web app
https://share.streamlit.io/dan0nchik/sap-hana-automl/main/web.py
Documentation
https://sap-hana-automl.readthedocs.io/en/latest/index.html
Benchmarks
https://github.com/dan0nchik/SAP-HANA-AutoML/blob/main/comparison_openml.ipynb
ML tasks:
- [x] Binary classification
- [x] Regression
- [ ] Multiclass classification
- [ ] Forecasting
Steps automated: