SAP HANA PAL

Native In-Database Machine Learning

SAP HANA PAL

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

Our Expertise
YOUR ADVANTAGE

Leverage the extensive SAP HANA experience and profound data science expertise of our consultants:

  • Development of streamlined and rapid ML scenarios within SAP HANA
  • Rapid and parallel data processing facilitated by SAP HANA's in-memory performance

Key Features of SAP HANA PAL

  • Scenarios such as classifications, regressions, and time series analyses are comprehensively addressed.
  • Over 90 ML algorithms are readily available.
  • Parallel In-Memory Processing and Real-time Stream Analytics are fully supported.
  • Automated Cross-Validation and Hyperparameter Optimization are provided for models.
  • Algorithms can be seamlessly integrated into applications.
  • Designed for both Data Scientists and Developers.
  • Equipped with a user-friendly SQL interface.
  • Offers Python and R client APIs, enabling coding in Python or R while data resides within HANA and is processed remotely.

Predictive Analysis Algorithms

The SAP HANA PAL incorporates numerous predictive analysis algorithms from the following ten listed 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 rapid development of ML scenarios in SAP HANA
  • Rapid and parallel data processing facilitated by SAP HANA's in-memory performance
ISR Employee Portrait

Kay Rohweder
Head of Business Unit
Data & Analytics
kay.rohweder@isr.de
+49 (0) 151 422 05 242

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