Targeted Loan Offers in Banking

Learn to build targeted loan offers in banking using machine learning and collaborative filtering. Master algorithms like logistic regression, decision trees, and collaborative filtering techniques with cosine similarity and Pearson correlation ...

Targeted Loan Offers in Banking

1. Targeted Loan Offers - Business Context (FREE PREVIEW) Course Materials

2. Features Required

3. Data Architecture Model (FREE PREVIEW)

4. Source Data Description

5. DWH DB Creation

6. Notebook - Import Libraries & Data sources

7. EDA & Data Visualization

8. Notebook - Feature Engineering

9. Notebook - Logistic Regression Development

10. Notebook - Decision Tree Development

11. Random Forest Understanding

12. Notebook - Random Forest Development

13. XGBoost Understanding

14. Notebook - XGBoost Development

15. Notebook - LightGBM Development

16. Artificial Neural Network (ANN) Understanding

17. Notebook - Artificial Neural Network Development

18. Understanding of Collaborative Filtering using Cosine Similarity

19. Notebook - Item-Based Collaborative Filtering using Cosine Similarity

20. Notebook - Item-Based Collaborative Filtering using Pearson Correlation

Pre-requisite: Package Installation

1. Mastering Anaconda/ Jupyter notebook & Python Installation and Configuration

2. Apache Nifi Installati

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