All Work
Custom RAG Chatbot
A RAG-based chatbot for PDF documents evolving from basic LangChain to custom PyTorch components, with Arabic OCR support and multilingual embeddings.
Predictive & Forecasting
End-to-end predictive model identifying satisfaction drivers and forecasting trends using structured data processing pipelines.
Private Equity Due Diligences
Latent Class Analysis for uncovering consumer segments in dental clinic chains, guiding marketing, pricing, and growth strategies.
Streamlit-based geospatial analysis tool for PE due diligences — geocoding, spatial enrichment, catchment generation, and attractiveness scoring.
Google Research Football
Independent research into multi-agent reinforcement learning using Google's football environment — first ML project, jumping straight into MARL.
English Premier League
Predictive model for English Premier League match outcomes using data transformation, feature engineering, and classification methods.
Yelp Dataset
Content-based and collaborative filtering recommender using Yelp data, with transformer-based NLP for review analysis.
