21 lessons
3.5 hours of video content
Master loan default prediction and time series forecasting with our comprehensive course. Learn to predict borrower risk using XGBoost, ANN, and advanced time series models like Prophet, ARIMA. Understand data integration, ETL Apache Nifi Process,...
1. Loan Default Prediction & Forecasting - Course Introduction (FREE PREVIEW)
2. Loan Default Prediction & Forecasting - Business Context (FREE PREVIEW)
3. Data Architecture Model
4. Banking Source Data Investigation
5. Relationship amongst data entities
6.Target Datamart Tables]
7. Data Warehouse & DataMart (MySQL) Installation
8. Data Integration - Apache Nifi Installation (FREE PREVIEW)
9. Anaconda - A Step-by-Step Guide to Installation and Configuration
10. DWH & Datamart Creation
11. Data Warehouse Loading by Using Apache Nifi
12. Data Relationship & Datamart Loading SQL
13. DataMart Loading by Using Apache Nifi
14. Machine Learning Model Processes
15. Business Problem, Import Libraries and Data & Exploratory Data Analysis
16. XGBoost Algorithm Theory
17. XGBoost Implementation
18. Artificial Neural Network - ANN Algorithm Theory
19.ANN Implementation
20. Time Series Prophet Model Overview
21. Loan Default Time Series Prophet Implementation
