Note: There is no data or code provided in this post. If you want to get access to the data, follow along and build a loan default model from scratch, please see my other article: Loan Default Prediction with Berka Dataset.
This project is part of my freelance data science work for a client. There is no non-disclosure agreement required and the project does not contain any sensitive…
· 1. Introduction
· 2. Exploratory Data Analysis
∘ 2.1 Pattern Changes
∘ 2.2 Correlation Between Features
· 3. Anomaly Detection and Pattern Recognition
∘ 3.1 Point Anomaly Detection (System Fault)
∘ 3.2 Collective Anomaly Detection (External Event)
∘ 3.3 Clustering and Pattern Recognition (External Event)
· 4. Conclusion
· Appendix — Scatter Matrix of Selected Features
· About Me
Note: The detailed project report and the datasets used in this post can be found in my GitHub Page.
This project is part of my freelance data science work for a client. There is no non-disclosure agreement required…
Note: If you are interested in the details beyond this post, the Berka Dataset, all the code, and notebooks can be found on my GitHub Page.
This post is just a hands-on practice building a loan default prediction model. If you are interested in this topic and want to see some more in-depth work that I accomplished for a client, using optimization to turn their loss…
Data Scientist at Chapeau AI. I am an aspiring technologist, a quick learner, and a problem solver with engineering backgrounds.