Alternatives to Apache SystemDS

Bioconductor suits researchers and data scientists analyzing biological or genomic data in R.

Gradient suits people and groups developing or serving machine learning models, from individual engineers and researchers to teams and startups.

Anaconda Notebooks

Anaconda Notebooks suits learners and Python or data science users who want a browser-based JupyterLab environment.

Deepnote suits data professionals and teams who want collaborative notebooks, scheduled analysis, or dashboards and apps built from their work.

KNIME Analytics Platform

The desktop platform suits people who want to build data workflows visually, including those who need to combine visual steps with Python, R, or JavaScript.

DataRobot

DataRobot is aimed at global enterprises, including regulated organizations in manufacturing, public sector, life sciences, insurance, financial services, and other listed sectors.

H2O describes data scientists, DevOps and IT professionals, and business analysts as audiences for Driverless AI.

Saturn Cloud

Saturn Cloud suits teams operating GPU infrastructure, AI workloads, or GPU cloud services.

H2O.ai

H2O.ai targets businesses, government entities, nonprofits, and academic institutions.

Orange suits beginners and experienced data scientists who want visual analysis workflows, including learners and professional training settings.

Azure Machine Learning

Azure Machine Learning suits teams needing web-based forecasting, evaluation, automated learning or model deployment.