I am a final-year Computer Science student at Nanyang Technological University (NTU), Singapore, specialising in Artificial Intelligence. I graduate in June 2026 and am a Singapore Permanent Resident.
I work across the full path from ambiguous problem to tested system — framing the need, designing the technical approach, implementing the model or product, evaluating it honestly, and communicating the result with evidence.
My strongest work sits at the intersection of:
- 🤖 Machine Learning & Deep Learning — PyTorch, transformers, GNNs, multimodal fusion
- 👁 Computer Vision & Multimodal Systems — ConvNeXt, ViT, CLIP, multi-task learning
- 🧬 Research Engineering — protein language models, graph-based structure learning, leakage-aware evaluation
- ⚡ Generative AI & LLMs — local LLM deployment, RAG, multi-agent workflows, on-device inference
- 🏗 Full-Stack Products — React, Node.js, MongoDB, Redis, REST APIs, CI/CD
- 📊 Data Science & Analytics — feature engineering, ensembling, dashboards, ETL
Build carefully. Evaluate honestly. Explain the trade-offs.
🧬 AAPredAntibody-antigen binding affinity prediction ESM-2 650M · 3D residue graphs · Graph-Mamba · cross-attention fusion · GroupKFold evaluation
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AI-enabled full-stack product for international students React 18 · Node.js · MongoDB · Redis · Gemini · Google Maps API
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Leakage-safe multi-task CV pipeline ConvNeXt-Small shared backbone · 6-attribute multi-task head · identity-safe splits · imbalance handling
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Keystroke dynamics → essay quality prediction 8.4M keystroke events · LightGBM · XGBoost · CatBoost · weighted ensemble
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ViT + CLIP implemented from first principles Scaled dot-product attention · multi-head self-attention · patch projection · learnable class & pos tokens · CLIP-style contrastive loss
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Responsive animated personal portfolio GSAP animations · Particles.js · GitHub API integration · custom cursor · scroll-progress bar
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AI / ML / Research
Generative AI & LLMs
Web / Full-Stack
Data & Databases
Cloud / DevOps
Native GitHub contribution graph is the source of truth for account activity. Private contributions are enabled — all 27 repositories (22 public · 5 private) are included in the contribution count.
All 27 repositories, honestly labelled by provenance.
| Repository | What it is | Key metric |
|---|---|---|
| AAPred | Final Year Project: Graph-Mamba affinity prediction | A+ grade · Pearson 0.507 |
| NexusNTU-Student-Companion | Independent portfolio edition of the product I led | PM & Team Lead · 6-person team |
| person-attribute-recognition-convnext | Leakage-safe multi-task person attribute CV pipeline | Held-out macro-F1 0.8308 |
| visual-transformer-from-scratch | ViT + CLIP built from first principles in PyTorch | Independent educational impl |
| Aishwarya-Portfolio | Personal portfolio — GSAP, Particles.js, GitHub API | Live at Vercel |
SWE-CrossBorder-Final-Touches (private) |
Profile & avatar-flow UI contribution archive | Scoped original work |
SWE-Project-Final-Stages-Cross-Border (private) |
Historical placeholder for late-stage Cross Border work | Empty archive |
| Repository | What it is | My contribution |
|---|---|---|
| writing-quality-ensemble | Keystroke dynamics → essay quality, top 9.3% Kaggle | EDA · Ridge/Lasso baselines · presentation |
| SC1015_Project | Wine-quality data science project | Data extraction & visualisation |
| SC2002-CAMS-OOP-Group-Assignment | Java OOP camp application & management system | Team contribution |
| SC2006-CROSS-BORDER | Full-stack SWE course project for NTU newcomers | Team contribution |
| NexusNTU | Original upstream fork (preserved for team history) | Active edition → NexusNTU-Student-Companion |
| Adv-SWE-Project | NexusNTU planning, risk, QA & requirements evidence | PM artefacts |
SC4000-Birdclef (private) |
BirdCLEF 2025 team reproduction & experimentation | Team fork |
| SC2207-Intro-To-Databases | SQL & database-design deliverables | Preserved course fork |
| Repository | What it is |
|---|---|
| web-development-main-projects | 29-project HTML/CSS/JS frontend practice collection |
| NLP-Projects | Attributed NLP learning mirror |
| Iris-Flower | Attributed complete ML workflow walkthrough (Iris) |
| optimal-road-trip | Attributed genetic-algorithm notebook |
| follower-factory | Attributed social-data analysis notebook |
| DEEPLEARNING.AI-SPECIALIZATION | Placeholder for DeepLearning.AI notes |
| sentiment-analysis | Documented placeholder (no implementation) |
| mdp-cv | Preserved CV subsystem from NTU MDP project |
| mdp-rpi | Preserved RPi orchestration from NTU MDP project |
| Grocery-Grabber_BrainHacks-Code-Exp | Preserved food-waste hackathon project fork |
InsertionSort_MergeSort_Hybrid (private) |
Reference fork for hybrid sorting experiments |
| Period | Role | Company |
|---|---|---|
| Dec 2025 – May 2026 | Generative AI Engineer Intern | Panasonic R&D Centre Singapore |
| 2024 | DevOps Engineer Intern → Team Lead | MISUMI Kaizen OU Group |
| 2023 | Software Engineering Intern | DXC Technology |
| 2023 | Deep Learning Engineer Intern | Inspiraz Technology |
| 2022–2023 | Research Intern | Earth Observatory of Singapore / NTU MAE |