Enterprise Data Science

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