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predictive-analytics

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This project aims to analyze and visualize customer journeys for Souled Store, providing insights into customer behavior and optimizing the shopping experience. Machine learning was used to predict at what journey stage customer tends to leave their journey with the brand

  • Updated May 17, 2024
  • Jupyter Notebook

Predicting employee attrition entails gathering historical data on employees, identifying key features, training machine learning models, and deploying them for real-time predictions to aid in retention strategies and organizational stability. Regular monitoring and updates ensure ongoing effectiveness.

  • Updated May 11, 2024
  • Jupyter Notebook

This repository contains a collection of data science projects which I did during the IBM Data Science Professional certification programme. Each project demonstrates different aspects of data science, data analysis, data visualization and machine learning.

  • Updated May 7, 2024
  • Jupyter Notebook

A Bank wants to make use of machine learning to assess the creditworthiness of an applicant by implementing a model that will predict if the potential borrower will default on his/her loan or not, and do this such that they receive a response immediately after completing their application.

  • Updated May 5, 2024
  • Jupyter Notebook

Data science encompasses a wide range of areas, topics, and sub-domains such as Big Data, Machine & Deep learning (ETL, TensorFlow, Keras), Data Mining/Visualization (EDA), BI, Predictive Analytics, Statistical Analytics, etc.

  • Updated May 3, 2024

This project develops a predictive model and a decision support system for evaluating the risk associated with Home Equity Line of Credit (HELOC) applications. It features an interactive interface for financial institutions, integrating multiple models for transparent and effective decision-making.

  • Updated May 3, 2024
  • Jupyter Notebook

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