LLM Personalized Music Assistant for Cognitive Tasks
Built a web prototype and designed a study to investigate personalized music and cognitive performance.
Read the storyPortfolio
Machine learning and research prototypes
I build machine-learning pipelines and web prototypes for research, including a study of personalized music and cognitive performance. View research.
Selected research projects
Study design, data preparation, and model comparison across music, earthquake data, recipe recommendations, and retinal imaging.
USGS Earthquake Magnitude Classification Pipeline
Built a Spark pipeline for USGS earthquake data and compared models for multiclass magnitude classification.
Read the storyRecipe Recommendation LLM Fine Tuning with LoRA + RAG
Fine-tuned TinyLlama for recipe recommendations, integrated retrieval, and compared fine-tuned and RAG outputs.
Read the storyMulti Label Retinal Disease Detection via Transfer Learning
Built a multi-label retinal imaging pipeline and fine-tuned CNNs for DR, Glaucoma, and AMD.
Read the storyResearch background
See my background for education, research and development experience, and teaching.