Pytorch, Computer Vision, Python, software engineering best practices, clinical AI validation methodologies, deep learning frameworks, multi-modal medical imaging, ophthalmic disease understanding, Clinical Trial Design, medical device regulation, retinal imaging analysis, data harmonisation, regulatory considerations

C, Python, agentic AI, system performance analysis, AI workflows, parallel computing algorithms

causal inference , Time Series Analysis, Neural Networks, Machine Learning, Artificial Intelligence, Python, reinforcement learning, statistical computing, Statistics, Clinical trial design methodology, R, Bayesian Statistics, Diffusion models, Digital twins

Retrieval Augmented Generation (RAG), Technical Documentation, Grounded Generation with Traceable Provenance, Structured Retrieval, Reasoning Methods, Vision-Language Models, Reproducible Evaluation Pipelines, Graph and Ontological Modelling, Evaluation Methodology, Multimodal Embeddings, Similarity-based Search, Multimodal Knowledge Representation, Large Language Models