class MehnazAli:
role = "AI/ML & Backend Engineer"
education = "B.E. Computer Engineering"
interests = [
"Generative AI",
"LLM Applications",
"RAG Systems",
"Machine Learning",
"Computer Vision",
"Backend Engineering"
]
currently_building = [
"LLM-powered applications",
"RAG pipelines",
"AI-powered developer tools"
]
philosophy = "Build it. Break it. Understand it. Improve it."I'm a Computer Engineering graduate interested in building intelligent systems that sit at the intersection of AI, software engineering, and real-world applications.
My work spans machine learning, computer vision, NLP, LLM-powered systems, and backend development — from predictive models working with hundreds of thousands of records to natural-language interfaces for databases.
Currently diving deeper into Generative AI, RAG, LLM applications, and AI agents.
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Exploring:
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Working with:
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A heterogeneous ensemble framework for predicting college admission cutoffs.
Built an ML pipeline using XGBoost, Random Forest, LSTM, CNN and FNN over 444K+ admission records.
Highlights
- 📊 444K+ records
- 🧠 Multiple ML architectures
- 📈 R² = 0.895
- 🎯 Risk-aware admission forecasting
- 🏆 2nd Place — Global Tech Convergence 2026
Ask questions in natural language. Get validated SQL.
Built an LLM-powered natural-language-to-SQL system using Gemini API + PostgreSQL, designed to translate user intent into secure database queries.
Highlights
- 🤖 Gemini-powered query generation
- 🗄️ PostgreSQL
- 🔐 SQL validation
- 🧠 Intent extraction
- 💬 100+ natural-language queries
Control a game without touching the keyboard.
A real-time computer vision system using OpenCV + MediaPipe that recognizes hand gestures and maps them to keyboard controls.
Highlights
- ✋ 20+ gestures
- ⚡ Real-time recognition
- 🎯 98% recognition accuracy
- 🖥️ Hands-free interaction
- 🏆 1st Place — Mini Project Competition
| 🏅 Achievement | 📌 Result |
|---|---|
| 🥈 Global Tech Convergence | 2nd Place — 2026 |
| 🥇 Mini Project Competition | 1st Place — 2025 |
| 🎤 Machine Learning 101 | Technical Seminar Speaker |
| 💼 The Entrepreneurship Network | Django Developer Intern |
