Install
Tools
Data science & ML platforms
14 tools compared: how each is priced, where it runs, and what to consider instead.
| Tool | Pricing model | Free tier | Open source |
|---|---|---|---|
| Altair RapidMiner Visual, drag-and-drop platform for data prep, machine learning, and enterprise AI, now part of Siemens. | Quote only | No | No |
| Alteryx Drag-and-drop data preparation and analytic automation platform that extends into predictive modeling. | Subscription | No | No |
| Amazon SageMaker AWS's fully managed service for building, training, and deploying machine learning models at cloud scale. | Usage-based | Yes | No |
| Anaconda Python/R distribution and package management platform widely used as the base environment for data science work. | Free tier + paid | Yes | No |
| Azure Machine Learning Microsoft's cloud platform for building, training, and operationalizing machine learning and generative AI models. | Usage-based | Yes | No |
| C3 AI Enterprise AI platform for building and deploying large-scale predictive and generative AI applications. | Quote only | No | No |
| Dataiku Collaborative platform spanning data preparation and machine learning, used by both analysts and data scientists. | Quote only | Yes | No |
| DataRobot Enterprise AutoML and generative AI platform for building, deploying, and governing predictive models. | Quote only | No | No |
| Domino Data Lab Enterprise MLOps and data science platform for running, governing, and scaling model workflows across teams. | Quote only | No | No |
| Google Vertex AI Google Cloud's unified platform for AutoML, custom model training, and access to foundation models. | Usage-based | No | No |
| H2O.ai Open-source machine learning library and framework, paired with commercial enterprise AutoML and MLOps products. | Free tier + paid | Yes | Yes |
| IBM Watson Studio IBM's collaborative platform for building, training, and deploying machine learning and generative AI models. | Quote only | Yes | No |
| Iguazio MLOps-focused AI platform for deploying and managing ML and generative AI applications in production. | Quote only | No | No |
| KNIME Open-source visual workflow platform for data prep, machine learning, and analytics automation. | Free tier + paid | Yes | Yes |