Projects
Customer Churn Analysis
Conducted a comprehensive analysis of customer churn data, incorporating stakeholder feedback to improve data cleaning processes with Pandas, resulting in a 30% boost in dataset reliability. Created and refined Tableau dashboards based on user input, delivering actionable insights that drove a 15% increase in the effectiveness of retention strategies post-launch.
Centralized IT Asset Management System for Improved Tracking
Developed a centralized IT asset management system using a relational database model for real-time tracking and advanced reporting, enhancing data accuracy and system visibility while reducing data duplication and inconsistency. Achieved a 30% reduction in manual data entry time, a 50% increase in system scalability, and a 20% decrease in asset mismanagement.
Book Recommender System
Developed a personalized book recommender system using a hybrid approach of collaborative filtering and content-based filtering. The system enhanced user experience by providing book recommendations based on individual ratings and preferences. Achieved a 25% increase in user engagement, as users interacted more frequently with recommended books. The system also improved recommendation accuracy, resulting in a 30% higher satisfaction rate among users based on post-recommendation surveys. With the dynamic nature of the system, user retention increased by 15%, as the system continuously adapted to evolving user preferences and provided more relevant suggestions over time.
Deep Learning-Based Battery State of Charge Prediction (EVs)
Engineered a deep learning model to accurately predict the state of charge (SoC) for electric vehicle (EV) batteries. Leveraged advanced neural networks to analyze battery performance data, achieving a 98% prediction accuracy. Improved battery management systems, extended EV driving range by up to 15%, and reduced the risk of unexpected battery depletion by 25%. Highlighted the practical impact of simulation tools, demonstrating advancements in sustainable transportation solutions.