This course is a CrashProgram (short course) introducing exploratory data analysis using credit risk data as the use case
- We learn the concept and techniques of Exploratory Data Analysis
- Touch upon the issue of bias and how to mitigate it
- Learn about more advanced formats such as HDF
- Learn basic exploratory data analysis using pandas
- Create standard graphs using seaborn
- Calculate Contingency tables, WoE and Information Value using pandas, scipy and statsmodels