Projects

Apple Notes MCP

Apple Notes MCP

A Model Context Protocol (MCP) server that provides CRUD tools for Apple Notes using AppleScript integration.

PythonFastMCPAppleScript
SecondPlace

SecondPlace

Built an AI-driven marketplace for secondhand clothing, automating listing with Snap-Check-List.

PythonYOLOCVATvLLMFastAPIFlutterAWSDocker
RAG Workflow

RAG Workflow

A RAG (Retrieval-Augmented Generation) workflow using LangGraph for orchestration and Qdrant for vector storage.

PythonLangGraphQdrantFastAPINext.js
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.

PythonPyTorchHuggingFaceTransformers
DBS Mobile App

DBS Mobile App

Developed a mobile app for DBS in collaboration with Google, that utilizes various Google Vertex AI and external APIs, to expedite user onboarding.

Ruby on RailsReact NativeGoogle Cloud PlatformVertex AI

Experiences

Machine Learning Engineer Intern

Handshakes by DC Frontiers

Handshakes by DC Frontiers
July 2024 - Sept 2024
  • 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

Handshakes by DC Frontiers
Feb 2024 - June 2024
  • 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 API Developer Portal for Handshakes using Docusaurus and Keycloak for identity and access management, ensuring secure routes on the website