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Best Data Science and Machine Learning Platforms in 2026

  1. 1

    Bioconductor

    Free plan Open source LinuxMacSelf-hosted+2

    Choose Bioconductor if you work with biological or genomic data in R and need a broad set of analysis packages with reproducibility support.

    9.1 Free plan Visit site
  2. 2

    Paperspace Gradient

    Free plan Open source APIExtensionLinux+4

    Gradient combines browser-based notebook work with model deployment and on-demand compute. Check the limits of the selected free plan and account for paid instance utilization costs.

    8.6 Free plan · paid from $8/mo Visit site
  3. 3

    Deepnote

    by Deepnote
    Free plan APIExtensionLinux+4

    Deepnote combines collaborative notebooks with AI assistance, scheduled runs and hosted data apps.

    7.4 Free plan · paid from $39/user/mo (annual) · 14-day trial Visit site
  4. 4

    Google Colab

    Free plan APIExtensionSelf-hosted+1

    Colab combines browser-based Python notebooks, data imports, and optional AI coding assistance, with free compute that includes GPUs and TPUs.

    7.3 Free plan · paid from $8.33/user/mo (annual) Visit site
  5. 5

    Anaconda Notebooks

    by Anaconda Notebooks
    Free plan Web

    Anaconda Notebooks offers cloud-based JupyterLab, browser access to Python environments, and notebook sharing and publishing.

    7.2 Free plan · paid from $15/user/mo Visit site
  6. 6

    H2O.ai

    Free plan APIiPhoneSelf-hosted+1

    H2O.ai spans model development, operations, generative AI, and app building, with managed and self-hosted deployment choices.

    7.0 Pricing on request Visit site
  7. 7

    KNIME Analytics Platform

    by KNIME Analytics Platform
    Free plan LinuxMacWindows

    KNIME Analytics Platform offers a broad, extensible environment for data workflows without a software charge. Downloading requires an email address and acceptance of terms and the Privacy Policy.

    7.0 Free plan Visit site
  8. 8

    Orange Data Mining

    Free plan LinuxMacWindows

    Orange offers visual analysis workflows, a broad model catalog, and add-ons for specialized tasks, while working locally and offline.

    6.9 Free plan Visit site
  9. 9

    Saturn Cloud

    by Saturn Cloud
    Free plan APISelf-hostedWeb

    Choose Saturn Cloud for a platform that coordinates GPU infrastructure and workloads, with separate customer clusters and usage metering.

    6.8 Visit site
  10. 10

    DataRobot

    Free trial APILinuxSelf-hosted+1

    DataRobot combines AI development, deployment, and governance tools with several deployment options.

    6.3 Pricing on request · 30-day trial Visit site
  11. 11

    Databricks Data Intelligence Platform

    Free plan Web

    Databricks Data Intelligence Platform combines analytics, transaction support, streaming ingestion, and governance catalog features in a web platform.

    6.1 Free plan · 14-day trial Visit site
  12. 12

    H2O Driverless AI

    Free trial APILinuxMac+3

    H2O Driverless AI combines automated machine-learning workflows with explainability and several deployment formats.

    6.1 Free plan Visit site
  13. 13

    H2O-3

    Free plan Web
    5.9 Free plan Visit site
  14. 14

    IBM Watson Studio

    Free plan Web
    5.9 Free plan Visit site
  15. 15

    SAS Advanced Analytics

    by SAS Advanced Analytics
    Free trial APISelf-hosted

    Choose SAS Advanced Analytics if your organization needs broad analytics and model-management capabilities with governance tools and flexible deployment.

    5.6 Pricing on request Visit site
  16. 16

    Azure Machine Learning

    Paid Web

    Choose Azure Machine Learning if your workflows need forecasting, evaluation, automated learning, or batch and real-time deployment.

    4.9 Visit site
  17. 17

    Amazon SageMaker Canvas

    Paid Web
    4.8 From $1.90 Visit site
  18. 18

    Cloudera AI Registry

    Paid Web

    Cloudera AI Registry brings model lifecycle capabilities and deployment choices together in a web offering for enterprise AI work.

    4.8 Pricing on request Visit site
  19. 19

    Apache SystemDS

    Paid LinuxMacWindows
    4.7 Open source Visit site
  20. 20

    Amazon SageMaker AI

    Paid Web
    4.6 Visit site
  21. 21

    Amazon SageMaker Studio

    Paid Web
    4.5 Visit site
  22. 22

    Domino Enterprise AI Platform

    Paid Web
    4.4 Pricing on request Visit site
  23. 23

    Oracle Data Miner

    Paid LinuxMacWindows
    4.2 Pricing on request Visit site
  24. 24

    Oracle Cloud Infrastructure Data Science

    Paid Web
    4.0 Visit site
  25. 25

    Snowflake Notebooks

    Paid Web
    3.9 Visit site

#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price

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