Apache SystemML

Apache SystemML (incubating) is a flexible machine learning system that automatically scales to Spark and Hadoop clusters. SystemML'sdistinguishing characteristics are: 1. * Algorithm customizability via R-like and Python-like languages. 2. * Multiple execution modes, including Standalone, Spark Batch, Spark MLContext, Hadoop Batch, and JMLC. 3. * Automatic optimization based on data and cluster characteristics to ensure both efficiency and scalability.

Apache SystemML

Apache SystemML (incubating) is a flexible machine learning system that automatically scales to Spark and Hadoop clusters. SystemML'sdistinguishing characteristics are: 1. * Algorithm customizability via R-like and Python-like languages. 2. * Multiple execution modes, including Standalone, Spark Batch, Spark MLContext, Hadoop Batch, and JMLC. 3. * Automatic optimization based on data and cluster characteristics to ensure both efficiency and scalability.