Introduction to Enterprise Data Science
Data science is the art of delivering value through data. A practice which unifies elements of three domains: business understanding, mathematics and computer science.
https://www.slideshare.net/frankkienle/enterprise-data-science-introduction
Core topics in the lecture
I experience over and over again big 3 mistakes when designing statistical / machine learning models for data-driven enterprises.
- not knowing the business value and definition of good
- selecting wrong or biased information
- designing models which are too complex and costly to maintain
Thus the lecture is focusing on:
- the business value of good decisions and how to link to the statistical world
- selecting correct data sets and what is a good metric to measure
- data driven models can be derived in a systematic way, focus should be maintainability and link to value
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