Prototyping
Prototyping is the process of creating a preliminary model or sample of a product or system to test and evaluate its design and functionality. In data science, prototyping is used to quickly develop and test algorithms, models, and software applications. It allows data scientists to experiment with different approaches and techniques, identify potential issues and limitations, and refine their solutions before deploying them in production. Prototyping can also help stakeholders visualize and understand the proposed solution, provide feedback, and make informed decisions. The prototyping process typically involves several iterations, where each iteration builds upon the previous one, incorporating feedback and improvements. Prototyping can be done using various tools and technologies, such as programming languages, data visualization software, and machine learning frameworks.
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