Senior Data Scientist - Nlp & Generative Ai
CurrentTopic Detection in Patient Data. Developed and fine-tuned large language models (LLMs) using retrieval-augmented generation (RAG) techniques, significantly enhancing the detection of topics within complex, unstructured patient data. This advancement provided healthcare providers with deeper insights from textual patient records, improving clinical decision-making processes.Information Extraction with Generative AI. Leveraged generative AI to extract critical patient information (such as diagnoses, treatment plans, and medications) from various medical documents. This approach transformed raw textual data into actionable insights, making essential information readily accessible and streamlining workflows for clinicians.Care-Suggestion Recommendation Algorithm. Developed a care-suggestion recommendation algorithm that analyzes historical patient treatments alongside evidence-based care guidelines. This tool supports clinicians by offering tailored treatment and medication options, thereby improving patient outcomes and adherence to best practice standards.
