Gradient may suit individual ML/AI engineers, data scientists, researchers, teams, research groups, and startups building or serving machine learning models.
Free plan Open source From $8 a month WebWindowsMacLinuxBrowser extensionAPI+1
Best Data Science and Machine Learning Platforms 2026
Every product here is ranked by Samsung Mobile US Press's record score: what its maker publishes about it, where it runs (Android first), whether it is free to try, and how recently the facts were read.
02
Bioconductor
It suits researchers and data scientists analyzing biological or genomic data with R.
WebWindowsMac+2 Record5.6 Visit
03
KNIME Analytics Platform
The free desktop platform suits people building data workflows for personal use.
WindowsMacLinux Record5.6 Visit
04
Deepnote
Deepnote suits data professionals and teams working with analysis, exploration, or machine learning who want collaborative notebooks, dashboards, or data apps.
WebWindowsMac+4 Record5.5 Visit
05
Anaconda Notebooks
It suits learners and Python or data science users who want to work in JupyterLab from a browser.
Web Record5.2 Visit
6
Google Colab
WebBrowser extensionAPI+1 Free plan Record5.2 Visit Colab may suit students, educators, data scientists, AI researchers, and researchers who want to work with Python notebooks in a browser.
7
Orange Data Mining
WindowsMacLinux Free plan Record4.8 Visit Orange may suit beginners, data scientists, and people learning data science in schools, universities, or professional training.
9
Saturn Cloud
WebAPISelf-hosted $0.09 usage-based Record4.5 Visit It may suit teams operating GPU infrastructure for inference, training, fine-tuning, or development workspaces.
10
DataRobot
WebLinuxAPI+1 — Record4.4 Visit It suits enterprises developing and governing AI, especially organizations in regulated industries.
11
H2O.ai
iPhone & iPadWebAPI+1 Free plan Record4.4 Visit H2O.ai suits businesses, government entities, nonprofits, and academic institutions needing AI development and operations tools.
20
Azure Machine Learning
Web — Record2.5 Visit It suits teams running forecasting, time-series, evaluation, or automated machine-learning workflows on the web.
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