SAP HANA PAL

Native in-database machine learning

SAP HANA PAL

The SAP HANA Predictive Analytics Library is an ML library for SAP HANA that contains algorithms developed and optimized for parallel in-memory processing.

Our expertise
YOUR ADVANTAGE

Benefit from our consultants' many years of SAP HANA experience and in-depth data science knowledge:

  • Development of simple and fast ML scenarios in SAP HANA
  • Fast and parallel processing of data thanks to SAP HANA In-Memory Performance

The most important features of SAP HANA PAL

  • Scenarios such as classifications, regressions or time series analyses are addressed
  • Over 90 ML algorithms are available
  • Parallel in-memory processing and real-time stream analytics are supported
  • Automated cross validation and hyperparameter selection are offered for models
  • Algorithms can be easily integrated into applications
  • Suitable for both data scientists and developers
  • Has a user-friendly SQL interface
  • Provides Python and R client APIs that allow coding in Python or R while the data resides in HANA and is processed remotely

Predictive analysis algorithms

The SAP HANA PAL includes numerous predictive analysis algorithms from the following ten data mining categories:
  • Classification
  • Regression
  • Time series forecasting
  • Cluster analysis
  • Association analysis
  • Outlier detection
  • Recommender system
  • Link prediction

Benefit from

SAP HANA PAL

  • Simple and fast development of ML scenarios in SAP HANA
  • Fast and parallel processing of data thanks to SAP HANA In-Memory Performance