Data collection is the method of gathering precise information from a variety of sources, which is sufficient to address research-related concerns, respond to inquiries, and forecast future trends.
For data collection, data scientists must know the tools for collecting data and preparing training data for machine learning, in addition to why data is crucial for Ml algorithms
https://www.datascienceverse.com/machine-learning/means-for-collecting-data-data-scientist/

Methods for Collecting Data for Data Scientists

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