KNIME Analytics Platform vs. Ray.io
| Product | Rating | Most Used By | Product Summary | Starting Price |
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 KNIME Analytics Platform | Score7.8 out of 10 | N/A | KNIME enables users to analyze, upskill, and scale data science without any coding. The platform that lets users blend, transform, model and visualize data, deploy and monitor analytical models, and share insights organization-wide with data apps and services. | $0 per month |
 Ray.io | N/A | N/A | Ray is an open-source unified compute framework used to scale AI and Python workloads — from reinforcement learning to deep learning to tuning, and model serving. Ray boasts a rich set of libraries and integrations. Alternately, Anyscale is a managed cloud offering — from the creators of the Ray project — to create, run and manage a Ray workload. | $0 |
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| Entry-level Setup Fee | No setup fee | No setup fee | ||||||||||||||
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| KNIME Analytics Platform | Ray.io | |
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| Likelihood to Recommend | 9.6 | - |
| Likelihood to Renew | 9.5 | - |
| Usability | 9.0 | - |
| Support Rating | 9.3 | - |
| Implementation Rating | 7.0 | - |
| Ease of integration | 10.0 | - |