Rein

Recommender System ⬩ Created a Neural Collaborative Filtering Recommender System to predict user engagement/interaction using movies from 1995 to 2020 in the MovieLens dataset.

LLM Wiki is a cross-platform desktop application that turns your documents into an organized, interlinked knowledge base — automatically. Instead of traditional RAG (retrieve-and-answer from scratch every time), the LLM incrementally builds and maintains a persistent wiki from your sources。

A multi-label, multi-class classification project on the DeepFashion Dataset. We fine-tuned a SE-ResNeXt model and optimized hyper-parameters with Optuna. By employing a diffusion model to generate images for underrepresented classes, we improved dataset balance and model performance.

RAG-based Medical Assistant Chatbot using FAISS, deployed using Streamlit.

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This case study simulates a real-world marketing scenario aimed at maximizing revenue.