Signal in. Decisions out.
AI Interview Assistant
A retrieval-augmented generation system that answers interview-style questions by grounding responses in real source documents rather than hallucinating. Deployed live and publicly accessible. Runs on quantized local inference — no per-query API cost, and it works fully offline.
Cloud-Based WAF
Graduation project — an AI-enhanced Web Application Firewall that classifies HTTP traffic as malicious or benign at scale, deployed on Google Cloud.
BERT Spam Classifier
Fine-tuned transformer model for message-level spam detection, built to handle noisy, real-world text input.
Customer Churn Prediction
End-to-end pipeline predicting customer attrition from behavioral and account data, with model comparison across gradient-boosted trees.
Telecom Egypt Dashboards
Power BI dashboards built during a data analysis internship, translating raw operational data into decision-ready visuals for stakeholders.