Breast Cancer Detection
Nov 2024 - Jan 2025- A comperative study of CNN, fine-tuned VGG16 and ResNet50 architectures for breast tumor detection from BUS-BRA dataset of ultrasound images, achieving classification accuracy of 85.2%, 91.6% and 93.4% respectively
- Leveraged U-Net for segmentation, SMOTE for class imbalance mitigation and data augmentation techniques, to significantly enhance generalizability of the model on a dataset of 1875 annotated ultrasound images
Women's Health Recommendation System
Feb 2024 - March 2024- Developed research-driven solution using Google Flan T5-base LLM and FastAPI to optimize recommendation system delivering personalized diet and exercise plans for menstrual phases
- Optimized recommendation system leveraging LLMs, improving women's health outcomes using RAG with Gemini 1.5 Flash for tailored insights for menstrual phases and enhancing query resolution efficiency
Yume Weaver AI
Jan 2025 - Present- Developing an AI-powered storytelling platform that transforms user-provided plotlines into structured manga/manhwa narratives using LLMs for story generation and GANs for dynamic art synthesis
- Designing a modular panel generation pipeline that synthesizes backgrounds, characters, and dialogues separately using fine-tuned GANs and diffusion models, then seamlessly integrates them into coherent story panels
Lazzy Koalaa Organisation
Aug 2024 - Present- Developed an innovative Github organization utilizing Machine Learning to streamline wishlist management across platforms like Instagram, Amazon, YouTube; improved content accessibility for users by simplifying navigation
- Built three AI based solutions as side products for users: Gemini API based chatbot, AI Flashcard generator and AI Professor rating platform with all products deployed on vercel