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Best Data Science Analytics in 2026

30 appsSorted 20 Oct 2026How we rank
17.7

BigML is a machine-learning platform for classification, regression, time-series forecasting, cluster analysis, anomaly detection, association…

Free planWebAPImacOS
From $10,000 a year
27.6
Datalore logo

Datalore is a collaborative data science platform for exploring, analyzing, visualizing, and sharing data.

Free planWebAPILinux
From $29.17 a month
37.6
Google Colab logo

Google Colab lets users write and execute Python in a browser without configuration, with access to GPUs and notebook sharing.

Free planWebAPIExtension
Free plan
  1. 4JupyterLab logo

    JupyterLab

    JupyterLab is a free, web-based interactive environment for working with notebooks, code, and data.

    Free planOpen sourceWebAPILinuxmacOS
    7.6Free plan
  2. 5

    Weka

    Weka is open-source machine learning software released under the GNU General Public License.

    Free planOpen sourceAPILinuxmacOSSelf-hosted
    7.5Free plan
  3. 6

    Deepnote

    Deepnote is an AI workspace for data analysis, exploration, and machine learning.

    Free planWebAPIExtensionLinux
    7.2From $3,920 a month
  4. 7KNIME Analytics Platform logo

    KNIME Analytics Platform

    KNIME Analytics Platform is a free, open-source application from KNIME Analytics Platform, founded in 2006 and headquartered in Zurich, Switzerland.

    Free planLinuxmacOSWindows
    7.1From $19 a month
  5. 8Obviously AI logo

    Obviously AI

    Obviously AI is a web-based, no-code tool for turning structured data into predictive models.

    Free planWebAPI
    7.1Free plan
  6. 9Anaconda Notebooks logo

    Anaconda Notebooks

    Anaconda Notebooks puts JupyterLab in a cloud workspace for writing, editing, and running Python through an Anaconda Cloud account.

    Free planWeb
    7.0From $15 a month
  7. 10Hex logo

    Hex

    Hex is a hosted data platform for exploring information, asking questions, and building data applications.

    Free planWebAPI
    7.0From $36 a month
  8. 11

    MATLAB Grader

    MATLAB Grader lets instructors create interactive MATLAB coding assignments and automatically grade submissions for formative assessments, quizzes, and exams.

    Free planWebLinuxmacOSWindows
    7.0Free plan
  9. 12Apache Zeppelin logo

    Apache Zeppelin

    Apache Zeppelin is a web-based notebook for interactive data analytics and collaborative documents.

    Free planWebLinuxmacOSSelf-hosted
    6.9Free plan
  10. 13Kaggle Notebooks logo

    Kaggle Notebooks

    Kaggle Notebooks is a free cloud environment for reproducible, collaborative machine learning analysis.

    Free planWebAPI
    6.9Free plan
  11. 14
    6.7
  12. 15Mathematica logo

    Mathematica

    Mathematica is a technical computing system for computation, programming, visualization, and related workflows.

    WebLinuxmacOSWindows
    6.5
  13. 16

    Orange Data Mining

    Orange Data Mining is free, open-source software for machine learning, data mining, and data visualization.

    Free planLinuxmacOSWindows
    6.3Free plan
  14. 17H2O.ai logo

    H2O.ai

    H2O.ai offers software for generative and predictive AI, machine learning operations and AI app development.

    iOSWebAPISelf-hosted
    6.2
  15. 18DataRobot logo

    DataRobot

    DataRobot is a platform for developing, delivering, and governing agentic, generative, and predictive AI solutions.

    WebAPILinuxSelf-hosted
    6.1
  16. 19

    Posit Package Manager

    WebAPILinuxSelf-hosted
    6.1
  17. 20Akkio logo

    Akkio

    Akkio is an AI platform that automates campaign workflows for media agencies and data providers.

    WebAPISelf-hosted
    5.9
  18. 21SAS Advanced Analytics logo

    SAS Advanced Analytics

    SAS Advanced Analytics refers to SAS Viya, a cloud-native data and AI platform for connecting data, building and governing models, and operationalizing decisions.

    APISelf-hosted
    5.8
  19. 22Azure Machine Learning logo

    Azure Machine Learning

    Azure Machine Learning is a web-based service for machine-learning workflows.

    Web
    5.3
  20. 23

    Altair AI Studio

    LinuxmacOSWindows
    5.0
  21. 24Databricks Data Intelligence Platform logo

    Databricks Data Intelligence Platform

    Databricks Data Intelligence Platform is a web platform listing SQL analytics, ACID transactions, streaming ingestion, and a governance catalog.

    Web
    5.0
  22. 25
    5.0

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