Project and Work Experience

Hotel Recommendation System based on AI/ML models github

TensorFlow, PyTorch, Scikit-Learn, NLP

2024 Nov - 2024 Dec

  • Development of a content-based hotel recommendation system processing 100+ hotel descriptions with 10,000+ words and achieving < 100ms response time
  • Implemented TF-IDF vectorization and cosine similarity algorithms to generate a 100+ x 100+ similarity matrix, enabling efficient comparison and top 10 hotel recommendations based on user preferences
  • Optimized system performance by reducing feature dimensionality 60% through stop word removal and n-gram selection, resulting in 40% improvement in recommendation relevance compared to basic keyword matching

Full-Stack Object-Oriented Primate Sanctuary Management Platform github

Java, Java Swing

2024 April

  • Architected a Model-View-Controller (MVC) design pattern for a Primate Sanctuary Management System, demonstrating advanced object-oriented design principles and software architectural best practices
  • Developed a robust domain model with clearly separated concerns, implementing comprehensive Java classes that encapsulate complex business logic for primate register and tracking, housing assignment, and reporting
  • Designed modular, loosely-coupled components using OOD principles, creating extensible software with distinct layers for data management, business logic, and user interface interactions
  • Implemented a Java Swing-based GUI using MVC architecture, ensuring clean separation between data models, user interface components, and application controllers for enhanced maintainability and scalability