I'm a mathematics undergraduate at Baruch College (CUNY) interested in machine learning and its mathematical foundations.
My recent work involves fine-tuning and evaluating large language models for structured generation tasks, with an emphasis on understanding model behavior and the strengths and limitations of evaluation metrics.
- Large language models
- Model evaluation and reliability
- Applied mathematics for machine learning
- Fine-Tuning LLaMA-2-7B-Chat for Structured Cover Letter Generation
QLoRA supervised fine-tuning pipeline with quantitative and qualitative evaluation
→ https://github.com/soniatyburczy/llama2-qlora-finetune
- Hugging Face: https://huggingface.co/czszt
- LinkedIn: https://www.linkedin.com/in/sonia-tyburczy-427309313/