LLM Fine-tuning Specialist (Chief Technology Officer, Neurivon AI)
I fine-tuned a domain-specific Llama-3 model using Low-Rank Adaptation (LoRA) on proprietary datasets. This involved preparing and curating labeled data to improve summarization performance on compliance documents. The project resulted in a significant 25% improvement on targeted summarization metrics. • Selected and cleaned text data sets for effective model fine-tuning. • Mapped evaluation goals to labeling schema for training data. • Applied LoRA techniques using industry-standard MLOps tools for scalable experimentation. • Iterated model evaluation with HITL to verify label accuracy.