SKILL.md
SAP HANA ML Python Client (hana-ml)
Related Skills
- sap-dependency-security: Use for secure dependency pinning and upgrade workflows in Python/auxiliary tooling used alongside HANA ML stacks
When to Use This Skill
Use this skill when building machine learning workflows with the hana-ml Python client, using PAL/APL algorithms, querying HANA DataFrames, training or scoring models in-database, using AutoML, visualizing model output, or troubleshooting Python-to-HANA ML connections.
Common Issues
| Issue | First check |
|---|---|
| Connection fails | Verify HANA host, port, TLS/encryption, user privileges, and network allowlists. |
| PAL/APL algorithm missing | Confirm the HANA system has the required AFL/PAL/APL libraries installed and licensed. |
| DataFrame collection is slow | Push filtering/projection into HANA and avoid collecting large frames into Python. |