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Best Data Science Analytics in 2026

  1. 1

    JupyterLab

    by JupyterLab
    Free plan Open source APILinuxMac+3

    JupyterLab brings notebooks, code, and data work into one configurable environment, with support for extensions and collaboration.

    8.8 Free plan Visit site
  2. 2

    Weka

    Free plan Open source APILinuxMac+2

    Weka offers free machine-learning software with desktop downloads, a Java API, notebook use, and community packages.

    8.5 Free plan Visit site
  3. 3

    Akkio

    Free plan APISelf-hostedWeb

    Akkio brings campaign workflow tools, data access, and modeling together, with web, API, and self-hosted options.

    7.6 Free plan · pricing on request · 7-day trial Visit site
  4. 4

    Apache Zeppelin

    Free plan LinuxMacSelf-hosted+1

    Choose Apache Zeppelin for a free, open-source notebook that combines multiple language interpreters, data visualization, and collaborative editing.

    7.6 Open source Visit site
  5. 5

    BigML

    Free plan APIMacSelf-hosted+1

    BigML combines a broad set of machine-learning methods with model explanations, workflow automation, and deployment options.

    7.5 Free plan · paid from $1,000/mo · 3-day trial Visit site
  6. 6

    Datalore

    by Datalore
    Free plan APILinuxSelf-hosted+1

    Datalore combines notebook work, team collaboration, and report sharing, with both cloud and On-Premises options. Check cloud resource limits or On-Premises host requirements against your setup.

    7.5 Free plan · 14-day trial Visit site
  7. 7

    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
  8. 8

    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
  9. 9

    Anaconda Notebooks

    by Anaconda Notebooks
    Free plan Web

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

    7.1 Free plan · paid from $15/user/mo Visit site
  10. 10

    MATLAB Grader

    by MATLAB Grader
    Free plan LinuxMacWeb+1

    MATLAB Grader combines assignment authoring, automatic assessment and LMS integration for MATLAB instruction.

    7.1 Free plan Visit site
  11. 11

    Google Agent Search

    Free plan APIWeb
    7.0 From $0.50/mo Visit site
  12. 12

    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
  13. 13

    Hex

    by Hex
    Free plan APIWeb

    Hex brings notebooks, data connections, app building, and conversational tools into one hosted platform.

    7.0 Free plan · paid from $36/user/mo · 14-day trial Visit site
  14. 14

    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
  15. 15

    Posit Package Manager

    Free plan APILinuxSelf-hosted+1

    Posit Package Manager offers repository governance, reproducible snapshots, internal build automation, and integrations for self-hosted teams.

    7.0 Free plan · paid from $1,204/yr Visit site
  16. 16

    Kaggle Notebooks

    Free plan APIWeb

    Kaggle Notebooks combines hosted Python and R workspaces with saved versions, data attachments, and scheduling.

    6.9 Free plan Visit site
  17. 17

    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
  18. 18

    Obviously AI

    Free plan APIWeb

    Obviously AI offers several prediction use cases, model sharing, and integrations through a web interface. The Free plan is constrained to one seat, CSV input, and a 10 MB upload limit.

    6.8 Free plan Visit site
  19. 19

    Altair AI Studio

    Free plan LinuxMacWindows
    6.4 Free plan Visit site
  20. 20

    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
  21. 21

    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
  22. 22

    IBM watsonx.ai

    by IBM
    Free plan WebAPI
    6.0 Free plan · paid from $0/mo Visit site
  23. 23

    Mathematica

    by Mathematica
    Free trial LinuxMacWeb+1

    Mathematica brings computation, visualization, programming, and notebook documents into one system, with a broad set of built-in language functions.

    5.7 15-day trial Visit site
  24. 24

    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
  25. 25

    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

#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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