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Explore the benefits of applying functional programming principles to data science in this 51-minute conference talk from MRMCD2024. Discover how immutability, pure functions, and strong type systems can lead to more reliable and maintainable data workflows. Learn through practical examples how these concepts improve code clarity, enable verifiable specifications, enhance parallel processing capabilities, and simplify debugging. Gain insights into transforming data science practices for more predictable and reproducible outcomes, suitable for both data scientists and those interested in robust data analysis. While prior knowledge of functional programming is helpful, it is not required to benefit from this presentation on creating more reliable decision-making processes in business, healthcare, governance, and daily life.
Syllabus
MRMCD2024 No More Loopy Code: Data Science Goes Functional
Taught by
media.ccc.de