Projects
Built an AI-driven marketplace for secondhand clothing, automating listing with Snap-Check-List. Utilized finetuned YOLO models with custom CVAT labelled data and vLLM on AWS EC2 for automated sizing and tagging.
Python
YOLO Ultralytics
CVAT
vLLM
FastAPI
Flutter
AWS
Docker
RAG Workflow
RAG Workflow
A simple RAG (Retrieval-Augmented Generation) workflow using LangGraph, Gemini Text Embeddings, and Qdrant for vector storage. It incorporates a Jina re-ranking model to improve retrieval quality.
Python
LangGraph
Qdrant
FastAPI
Streamlit
Mistral Reasoning Finetune
Mistral Reasoning Finetune
Finetuned a Mistral-7B-Instruct model using PEFT (LoRA) and Unsloth for chain-of-thought (CoT) and reasoning tasks via SFT. Plan to try GRPO and DPO soon to improve performance.
Python
PyTorch
HuggingFace
Transformers
Summarify
Summarify
Summarify is a web extension that can be used to summarise webpages quickly, using LLMs running on local inference engines such as ollama, without relying on external APIs.
Ollama
Vite
TailwindCSS
Javascript
News Feed Webapp
News Feed Webapp
A news feed web application, where users are able to create, update, fetch, and display news articles.
React
Node.js
Typescript
SQLite
DBS x Google Project
DBS x Google Project
Developed a mobile app for DBS in collaboration with Google, that utilizes various Google and external APIs, to provide AI features such as facial recognition and passport NFC scanning.
Ruby on Rails
React Native
Google Cloud Platform
Experiences

Machine Learning Engineer Intern

Handshakes by DC Frontiers

July 2024 - September 2024

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  • Conducted comprehensive research to optimize inference speeds and identify the most efficient ways to deploy Large Language Models (LLMs) by evaluating various inference libraries and quantized model formats
  • Established a scalable experimentation framework that allows for rapid experimentation with emerging LLM models and inference libraries, enhancing performance on tasks such as summarization and classification

Software Engineer Intern

Handshakes by DC Frontiers

Feb 2024 - June 2024

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  • Spearheaded a project to develop a web crawler, automating data collection from 12 websites, encompassing requirements gathering, system architecture design, implementation, rigorous testing, and deployment
  • Built the Developer Portal for Handshakes using Docusaurus and Keycloak for identity and access management, ensuring secure routes on the website