To start, data science is the process of extracting information from data through tools. A data scientist is expected to understand data science: collecting data, cleaning data, running analysis on data, and using various tools to answer or perform the project needs. One of those tools is machine learning. Not all data scientist utilizes modeling to solve business situations, therefore data science only encompasses a small portion of machine learning. Additionally, while artificial intelligence is a section of machine learning, not all data scientists create artificial intelligence driven results or end products, nor fully work with artificial intelligence tools.
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