Developed a full-featured web application using Next.js, Tailwind CSS, and shadcn/ui to simulate profile selection and recommendations. Implemented data cleaning techniques and visualized key insights using Pandas, NumPy, and Matplotlib. Fine-tuned matrix factorization and LSTM models for collaborative filtering with optimized hyperparameters.