hi, i'm akilesh_

ABOUT

Hello! I am a Computer Science student at the University of Wollongong, specializing in Big Data and Cyber Security. With a strong passion for software development, I am always eager to learn new technologies and frameworks.

SKILLS

Python
SQL
JavaScript
TypeScript
HTML/CSS
Next.js
LangChain
MongoDB
Neo4j
Oracle
Docker
Git

EXPERIENCE

Home Team Science & Technology Agency

Home Team Science & Technology Agency

AI Engineer Intern

Apr 2024 - Oct 2024

  • Engineered and containerised RAG and RAGAS pipelines with open-source LLMs from HuggingFace
  • Improved context recall and precision by 90% by integrating the HyDE retriever, enhancing document retrieval relevance.
  • Refactored system code to enable custom prompts and few-shot learning, delivering more tailored LLM outputs.
  • Configured a microservice architecture to integrate the microservices across the GenAI stack.
  • Curated benchmarking datasets by automating YouTube scraping and transcription, supporting STT model training efforts.
Python
FastAPI
LangChain
Docker
Redis
PyTorch
AzureML
Central Provident Fund Board

Central Provident Fund Board

AI Engineer Intern

Dec 2024 - Apr 2024

  • Developed a GenAI application to analyse employee comments, posts, and reviews, delivering sentiment insights for HR.
  • Researched and fine-tuned prompt templates with GPT models to enhance sentiment analysis accuracy.
  • Automated test case generation using zero-shot and few-shot prompting techniques to evaluate sentiment analysis.
  • Automated report generation for HR, providing quick access to key metrics and trends.
Python
Streamlit
OpenAI
LangChain
MicrosoftPA
Excel