Transformer Encoder:
Uses self-attention mechanisms to capture contextual relationships between words and understand the meaning of medical text.
BERT / ClinicalBERT:
Pre-trained transformer models are fine-tuned on medical text to perform accurate classification while preserving contextual information.
Tools:
Python, PyTorch, Hugging Face Transformers, BERT/ClinicalBERT.