MathWorks Matlab and Cloudera Data Science Workbench are competitors in the data analysis and data science platforms category. Cloudera Data Science Workbench has the upper hand due to its comprehensive features optimized for collaborative data science workflows.
Features: MathWorks Matlab provides sophisticated numerical computing, extensive toolboxes for applications, and robust visualization capabilities. Cloudera Data Science Workbench offers seamless collaboration through integrated project management, a powerful machine learning workbench, and the flexibility to use languages like Python and R. A significant difference lies in Cloudera's focus on collaborative environments versus Matlab's specialized computational tools.
Ease of Deployment and Customer Service: MathWorks Matlab uses a traditional desktop installation with comprehensive technical support for easy deployment. Cloudera Data Science Workbench utilizes a cloud-based model for simplified deployment across distributed teams and a collaborative environment. Cloudera's cloud focus can accelerate deployment for larger teams, different from Matlab’s desktop-centered offering.
Pricing and ROI: MathWorks Matlab has a higher setup cost with a user-focused pricing model, aligning with its specialized capabilities, providing substantial ROI for computational projects. Cloudera Data Science Workbench's pricing supports scalable, team-based deployments, offering competitive ROI in environments emphasizing data collaboration. The choice depends on whether a business prioritizes specific computational needs or comprehensive workflows.
Cloudera Data Science Workbench (CDSW) makes secure, collaborative data science at scale a reality for the enterprise and accelerates the delivery of new data products. With CDSW, organizations can research and experiment faster, deploy models easily and with confidence, as well as rely on the wider Cloudera platform to reduce the risks and costs of data science projects. Access any data anywhere – from cloud object storage to data warehouses, CDSW provides connectivity not only to CDH but the systems your data science teams rely on for analysis.
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