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Focusing on the iterative nature of data science, the book emphasizes the importance of experimentation over rigid methodologies. It illustrates how projects evolve through questioning, hypothesis testing, and refining models based on diverse datasets. Unlike traditional software development, success is not binary; outcomes vary based on individual needs, necessitating clear communication and collaboration. Tools for version control and experiment tracking are highlighted as essential for documenting decisions and fostering a culture of continuous improvement and exploration in data science.
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Data Science: Experiment, Validate, Collaborate, Shobha Srinivasan Chopra
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- 2024
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