Free and open first

Best Data Science and Machine Learning Platforms in 2026

Tools in this category cover notebook work, automated model creation, model serving, and data-pipeline tasks. They can be delivered through a browser, Linux, macOS, Windows, an API, or infrastructure you host yourself.

26 apps
Research read 28 Sept 2026
How the order is worked out

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

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

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

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

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

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

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

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

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

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

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

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

H2O-3

Free plan Web

5.9 Free plan Visit site
14

IBM Watson Studio

Free plan Web

5.9 Free plan Visit site
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

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

Amazon SageMaker Canvas

Paid Web

4.8 From $1.90 Visit site
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

Apache SystemDS

Paid LinuxMacWindows

4.7 Open source Visit site
20

Amazon SageMaker AI

Paid Web

4.6 Visit site
21

Amazon SageMaker Studio

Paid Web

4.5 Visit site
22

Domino Enterprise AI Platform

Paid Web

4.4 Pricing on request Visit site
23

Oracle Data Miner

Paid LinuxMacWindows

4.2 Pricing on request Visit site
24

Oracle Cloud Infrastructure Data Science

Paid Web

4.0 Visit site
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

When comparing them, look at free access, entry-level paid pricing, deployment choices, notebook support, AutoML, model serving, GPU resources, and pipeline coordination. If you need to read or change code, check the licence. Check free-plan limits and trial terms before choosing.

Questions

Are there free options?

Yes. Bioconductor and Databricks Data Intelligence Platform are listed with free plans. Apache SystemDS is listed as free and open source.

Are free trials offered?

Trial terms vary. Databricks Data Intelligence Platform offers 14 days, while DataRobot offers 30 days.

Where can these tools run?

The list includes browser, Linux, macOS, Windows, self-hosted, and API deployments. Check the platform details for the tool you are considering.

Which features should I compare?

Look at free access, entry-level paid pricing, deployment model, notebook environment, AutoML, model deployment, GPU compute, and pipeline orchestration.

Which tools show pricing on request?

Cloudera AI Registry and DataRobot list pricing on request. Domino Enterprise AI Platform also lists pricing on request.

Questions

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