Chapter 9 Butter Knife

9.1 Soft Skills

How to find good candidates? - personalities of a data scientist How to evaluate external vendors?

Personality of a Data Scientist

How to train data scientists?

How to spread data science in a company? Why to contribute to open source communities?

9.2 Algorithmic feature generation

Advanced Dimensionality Reduction Basics of Image Processing What is convolution Basics of Natural Language processing Basics of Data Engineering Recommender systems

9.3 Programming skills

Using GPU for computing Dockerization and deployment Hyperparameter tuning Writing a package Featuretools Nested cross validation