Assignment Helper.
FYP Idea Packages Research-First

Your FYP is graded on research,
not just the thing you build.

Most students think a Final Year Project is about showing off a cool app. Examiners don't. A strong FYP benchmarks and compares approaches โ€” several experiments, proper evaluation metrics, and a report that reads like a study. That's the part students struggle with, and that's exactly what we package.

Every idea below comes as a complete package: a working MVP product to demo, plus the academic research design built in โ€” research questions, a 3-experiment benchmark plan, evaluation metrics, and a chapter-by-chapter mapping to the standard Malaysian FYP report format (Bab 1โ€“5).

What's inside every idea package

๐Ÿ› ๏ธ The Product (MVP)

A working prototype you can demo to your supervisor โ€” scoped so one student can finish it in one or two semesters.

๐Ÿ”ฌ The Research Core

Research questions + a 3-experiment benchmark design comparing algorithms, models, or datasets โ€” the part that earns the grade.

๐Ÿ“Š Evaluation Metrics

Accuracy, precision, recall, F1 and task-specific metrics, with a testing plan modeled on real graded FYP reports.

๐Ÿ“– Report Mapping (Bab 1โ€“5)

Every section of the idea is pre-mapped to Pengenalan, Sorotan Kesusasteraan, Metodologi, Pembangunan & Pengujian, and Dapatan Kajian.

Idea Catalog

๐Ÿ’ฌ NLPData Science

Malay + Manglish Sentiment Analysis for E-Commerce Reviews

Build a review-analysis dashboard, and benchmark lexicon vs classical ML vs transformer models on Malay-mixed text.

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๐Ÿค– LLM / RAGSoftware Eng

Campus FAQ Chatbot โ€” Benchmarking Retrieval Strategies

Build a university FAQ chatbot, and compare BM25 vs dense embeddings vs hybrid retrieval with proper IR metrics.

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๐ŸŒฟ Computer VisionMobile

Plant Disease Detection App โ€” Comparing CNN Architectures

Build a camera-based detection app, and benchmark MobileNetV3 vs EfficientNet vs YOLOv8-cls across datasets.

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๐Ÿงพ OCRFintech

Receipt OCR Expense Tracker โ€” Benchmarking OCR Engines

Build a scan-your-receipt expense app, and benchmark Tesseract vs PaddleOCR vs cloud vision on real Malaysian receipts.

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๐Ÿšจ NLPSecurity

Malay SMS / WhatsApp Scam Detector

Build a scam risk checker, and benchmark classical ML vs fine-tuned transformer vs zero-shot LLM on local scam messages.

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๐Ÿ—“๏ธ OptimizationAlgorithms

Exam Timetable Optimizer โ€” GA vs SA vs CP-SAT

Build a clash-free exam scheduler, and benchmark three optimization paradigms on quality, runtime, and scale.

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๐Ÿง  Your IdeaAny Domain

Have Your Own Idea? We'll Package It

Bring your own project idea and we'll do the same treatment: define the research questions, design the benchmark experiments, pick the metrics, and map it to the Bab 1โ€“5 report โ€” built around your concept.

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Why this works

This packaging follows the structure of real graded FYP reports from Malaysian universities: a prototype plus comparative experiments. For example, a face recognition FYP isn't graded on the attendance app alone โ€” it's graded on the three experiments comparing a local face database against LFW, the feature analysis between datasets, and the precision/recall tables in Bab 4. Our packages give you that research skeleton on day one, so you spend the semester executing instead of guessing what examiners want.

๐Ÿ”Ž Coming soon โ€” live literature review

Each package will include an auto-generated related-works list (recent papers, 2020–2026) powered by the Perplexity API. Placeholder for now โ€” activating once the subscription is live.

Assignment Helper โ€” FYP Ideas ยท demo-first, research-driven