Credit Card Spending Forecasting in Banking

Master credit card spending forecasting for banking with LSTM, XGBoost, and ANN models. Learn data integration with Apache NiFi and MySQL warehousing to build customer insights, fraud detection, and credit risk models.

Credit Card Forecasting in Banking

1. Business Context

2. Data Architecture Model

3. Data Source Understanding

4. DWH DB Creation

5. Notebook - Import Libraries & DataSet

6. Notebook - Exploratory Data Analysis & Visualization

7. Notebook - Exploratory Data Analysis & Visualization (cont.)

8. Notebook - Exploratory Data Analysis & Visualization (cont.)

9. Notebook - Long Short Term Memory (LSTM) Model Development

10. XGBoost Algorithm Understanding

11. Notebook - XGBoost Model Development

12. ANN Algorithm Understanding

13. Notebook - Artificial Neural Network (ANN) Model Development

Pre-requisite: Required Software Installation

1. Apache Nifi Installation

2. Anaconda and Python Installation

3. MySQL Installation