Part of Data Science Track https://confengine.com/odsc-india-2019/proposal/9657/building-a-scorecard-using-python
This workshop will take you through the building and validation process of a financial scorecard using data. Basics of python programming including Exploratory data analysis(EDA), pandas and numpy routines.
Structure of the workshop
- Introduction to application of Financial Scorecard. What business problem does it solve
- Exploratory Data Analysis and Data Wrangling using Python
- Intro to ML and Supervised Learning
- Understanding Random Forest
- Building the scorecard - Random Forest Walk through in Python
- Exercise with class on Implementing Gradient Boosting
- Comparing Scorecards and selecting the best
- Scorecard Validation ( 5 mins)
- matplotlib
- pandas
- sklearn
- seaborn