Learn to optimize ATM operations and cash management in banking using data-driven forecasting techniques. This course covers SARIMA, Prophet, Random Forest and tools like MySQL and Jupyter lab to enhance decision-making and operational efficiency
1. Course - Introduction(FREE PREVIEW)
2. Business Context _ Features Required(FREE PREVIEW)
3. Data Architecture Model
4. Data Source Understanding
5. DWH & Datamart DB Creation
6. DWH Loading with Apache Nifi
7. Datamart Loading with Apache Nifi
8. MySQL Installation
9. Apache Nifi Installation
10. Anaconda, Python Installation and Configuration
11. Machine Learning Model Process
12. Jupyter Lab - Recall Business Context, Import Libraries & EDA
13. Feature Engineering
14. Model Training with Random Forest Regressor
15. Time Series Forecasting with SARIMA
16. Time Series Forecasting with PROPHET
Special Gift For You (Bonus)