Data science is an interdisciplinary approach of scientific methods, processes, and systems to extract knowledge or insights from data in various forms, either structured or unstructured, similar to data mining; conceptually aiming to unify statistics, data analysis and related methods, in order to understand and analyze actual phenomena.
Data science employs a variety of techniques and theories drawn from many fields within the broad areas of mathematics, statistics, information science, and computer science, in particular from the subdomains of machine learning, classification, cluster analysis, data mining, databases, and visualization, see more .
Here are great talks about data science: How to become a data scientist, and which tools/skills are important or currently suited for data science:
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