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Final-year Computer Science student at NED University, Karachi, specializing in Artificial Intelligence. I spend most of my time on retrieval systems and on getting models out of notebooks into something a person can actually run. 🔭 Building StepGuard, my final year project. It wraps LangGraph agents, catches hallucinations step by step, and tries to repair them instead of only flagging the run. 📊 Shipped EduPulse, a student risk-scoring platform with SHAP explanations, a fairness audit, and a CI/CD pipeline. 🧠 Built a hybrid retrieval engine over Git commit history using BM25, LSA, sentence-transformers and FAISS. 💼 Interned at FlyRank on supervised learning pipelines and at the Karachi Development Authority on IT infrastructure. 🌐 Portfolio: shaikh-muhammad-zain.vercel.app 📫 Reach me at smzain20042004@gmail.com |
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Hybrid retrieval over commit history with BM25, LSA and sentence-transformers. Every answer is citation-checked back to the commit it came from. Evaluated on huggingface/datasets. |
Student risk scoring and score prediction with SHAP explainability, a fairness audit layer, and a CI/CD pipeline that tests and deploys the whole thing. |
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Final year project. Middleware that flags step-level hallucinations in agentic RAG systems without touching the agent, using log-probability screening plus a fine-tuned classifier, then runs a repair loop. |
A deterministic conversational bot with a Flask web interface for live interaction and testing. No model calls, just rules you can read. |
Open to AI/ML internships and research collaborations. Karachi, Pakistan.