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Instead of ML Workspace

ML Workspace alternatives

ML Workspace is a free, self-deployed web IDE for machine learning and data science. It puts browser-based Jupyter, JupyterLab, Visual Studio Code and a Linux desktop GUI in one environment, with TensorFlow, PyTorch, Keras and scikit-learn preinstalled in its main image. Git tools, TensorBoard, hardware monitoring, remote connections and minimal, R, Spark and GPU image flavors extend the workspace across Linux, macOS, Windows and web access. It can also provide remote runtimes for several development tools and supports browser, SSH and VNC access.

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    Paperspace Gradient

    Free plan Open source APIExtensionLinux+4

    Hosted GPU notebooks and model API deployment — Paperspace Gradient adds hosted GPU and IPU compute, collaborative notebooks, GitHub integration and model-serving API endpoints.

    8.6 Free plan · paid from $8/mo Visit site
  2. 2

    Deepnote

    by Deepnote
    Free plan APIExtensionLinux+4

    Collaborative AI-assisted data analysis — Deepnote adds an AI data copilot, real-time notebook collaboration, dashboards and hosted interactive data apps.

    7.4 Free plan · paid from $39/user/mo (annual) · 14-day trial Visit site
  3. 3

    Datalore

    by Datalore
    Free plan APILinuxSelf-hosted+1

    Collaborative multi-language notebooks — Datalore offers Jupyter-compatible notebooks with coding assistance for Python, Kotlin, Scala and R plus real-time sharing controls.

    7.5 Free plan · 14-day trial Visit site
  4. 4

    JupyterLab

    by JupyterLab
    Free plan Open source APILinuxMac+3

    Free, extensible notebook development — JupyterLab focuses on arranging notebooks, terminals, editors, consoles and extensions rather than ML Workspace’s bundled libraries and monitoring.

    8.8 Free plan Visit site
  5. 5

    KEEL

    Free plan LinuxMacWindows

    Offline classical data-mining experiments — KEEL supplies 518 algorithms, preprocessing, statistical tests, experiment design and more than 600 linked datasets in a Java suite.

    7.0 Free plan Visit site
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    KNIME Analytics Platform

    by KNIME Analytics Platform
    Free plan LinuxMacWindows

    Visual workflows with many data connectors — KNIME provides open-source visual workflows and 300+ connectors for data access, transformation, analysis, modeling and visualization.

    7.0 Free plan Visit site
  7. 7

    MLJAR Studio

    Free plan LinuxMacSelf-hosted+1

    Local AI-assisted analysis and AutoML — MLJAR Studio adds plain-language Python analysis, experiment tuning, reports and local notebook-to-web-app publishing.

    7.1 Free plan · paid from $20/mo Visit site
  8. 8

    Google Colab

    Free plan APIExtensionSelf-hosted+1
    7.4 Free plan · paid from $8.33/user/mo (annual) Visit site
  9. 9
    7.1 Free plan · paid from $15/user/mo Visit site
  10. 10

    H2O.ai

    Free plan APIiPhoneSelf-hosted+1
    7.0 Pricing on request Visit site
  11. 11

    Hex

    by Hex
    Free plan APIWeb
    7.0 Free plan · paid from $36/user/mo · 14-day trial Visit site
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    Saturn Cloud

    by Saturn Cloud
    Free plan APISelf-hostedWeb
  13. 13
    6.6 Free plan · paid from $0.06 Visit site
  14. 14

    Kubeflow Notebooks

    Free plan Self-hostedWeb
    6.5 Open source Visit site
  15. 15

    Altair AI Studio

    Free plan LinuxMacWindows
    6.4 Free plan Visit site
  16. 16

    DataRobot

    Free trial APILinuxSelf-hosted+1
    6.4 Pricing on request · 30-day trial Visit site
  17. 17

    Glycerine Workbench

    Free plan Web
    6.1 Free plan · paid from 180 AUD/yr Visit site
  18. 18

    IBM Watson Studio

    Free plan Web
    6.0 Free plan Visit site
  19. 19

    IBM watsonx.ai

    by IBM
    Free plan WebAPI
    6.0 Free plan · paid from $0/mo Visit site
  20. 20

    NVIDIA AI Workbench

    Free plan LinuxMacWindows
    5.8 Free plan Visit site
  21. 21
    5.7 Pricing on request Visit site
  22. 22

    Domino Data Lab

    Paid APISelf-hostedWeb
    5.7 Pricing on request Visit site
  23. 23

    SAS Advanced Analytics

    by SAS Advanced Analytics
    Free trial APISelf-hosted
    5.6 Pricing on request Visit site
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Choosing it means accepting operational boundaries. Docker is required, the documentation recommends at least 2 CPUs and 500 MB of memory, and the design targets a single user. Non-root use is unsupported, and individual email support is unavailable. Alternatives shift the balance toward hosted GPU computing, collaboration, data applications, visual workflows, classic notebook tooling or specialized data mining. Compare whether you need model endpoints, shared notebooks, AI-assisted analysis, offline local work or broad infrastructure control, then weigh platform coverage and paid-plan or compute costs against ML Workspace’s free bundled environment.

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