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The best Apache SystemDS alternatives
The rest of Best Data Science and Machine Learning Platforms, in this site's order: each with what it costs, where it runs and its record score.
Gradient may suit individual ML/AI engineers, data scientists, researchers, teams, research groups, and startups building or serving machine learning…
It suits researchers and data scientists analyzing biological or genomic data with R.
The free desktop platform suits people building data workflows for personal use.
Deepnote suits data professionals and teams working with analysis, exploration, or machine learning who want collaborative notebooks, dashboards, or…
It suits learners and Python or data science users who want to work in JupyterLab from a browser.
Colab may suit students, educators, data scientists, AI researchers, and researchers who want to work with Python notebooks in a browser.
Orange may suit beginners, data scientists, and people learning data science in schools, universities, or professional training.
It may suit teams operating GPU infrastructure for inference, training, fine-tuning, or development workspaces.
It suits enterprises developing and governing AI, especially organizations in regulated industries.
H2O.ai suits businesses, government entities, nonprofits, and academic institutions needing AI development and operations tools.
It suits teams running forecasting, time-series, evaluation, or automated machine-learning workflows on the web.