技大-何静怡

Developing an AI-powered academic guidance and Top-N degree recommendation system for Malaysian Pre-U students.

AI Developer at Self (Final Year Project) (2026 – Present)

Developing an AI-powered academic guidance and Top-N degree recommendation system for Malaysian Pre-U students.

• Designed the recommendation flow with eligibility checking, student profiling, programme matching, RAG retrieval, and XAI explanations.
• Planned a full-stack architecture using React, Spring Boot, Python FastAPI, PostgreSQL, ChromaDB, LangChain, and scikit-learn.

AI & Backend Developer at Self (Academic Project) (2025 – Present)

Developed an Intelligent system that automatically generate MCQs from lecture notes and provides transparent explanations for each answer.

• Built a multi module pipeline including document processing, MCQ generation, MCQ management and XAI explanation engine.
• Designed an XAI module combining TF-IDF concept matching, rule-based reasoning, and template-based explanations to justify correct/incorrect answers.
• Implemented a backend architecture using Python (FastAPI style) and a React-based frontend dashboard for quiz interaction.
• Applied prompt engineering to integrate LLM outputs in question generation and explanation generation.
• Designed structured JSON outputs for explainability, topic suggestion, and concept-level feedback.

Full Stack Developer at Self (Academic Project) (2024)

Developed a complete Bakery Shop Management System covering user authentication, order management, inventory control, payment processing, and report module.

• Implemented real-time inventory tracking and automated low stock alerts to improve operational efficiency and reduce waste.
• Applied modular programming in C++ with MySQL integration, using structured analysis, flowchart design, and ERD modelling for system planning.

Brand Promoter (Part-time) at Pacific & Multiple Brands

Actively worked as a promoter for Pacific and multiple renowned brands including Verns, Downy, First Pride Nugget, EB Kranch, Lady Choice, Lactel Yogurt and Yeogurt.

• Product sampling, customer engagement and sales support at roadshows and expos.
• Assisting in event setup, registration, crowd management and maintaining strong customer service.

Bachelor of Computer Science (Artificial Intelligence) with Honours in Artificial Intelligence – UNIVERSITI TEKNIKAL MALAYSIA MELAKA (UTEM) (2027)