Get ready for an exhilarating dive into the future of health and biosciences at OxML 2024! This module is all about the incredible potential of machine learning (ML), including deep learning and generative AI, to revolutionize healthcare and biomedical sciences. Imagine faster, more accurate diagnoses, groundbreaking drug discoveries, and a deeper understanding of complex physiological processes. We're bringing together the world’s leading minds in ML theory and its applications in medicine and biomedical sciences. Exciting Features: • Engaging lectures on theoretical ML topics like statistical/probabilistic ML, advanced representation learning, geometrical deep learning, cutting-edge computer vision, NLP and LLMs developments. • Exploring the fascinating world of knowledge graphs, knowledge-aware ML, and neuro-symbolic ML. • Practical insights into bringing ML to real-world settings, focusing on alignment, interpretability, and ethics. Applied to Health and Bio: • Transforming drug discovery and genomics. • Advancing population health and epidemiology. • Enhancing electronic health records (EHR) systems. • Innovating in medical imaging and medical text/NLP. • Understanding the immune system in new ways. Don't miss this chance to be at the forefront of merging machine learning with health and bio sectors, and witness the transformation of healthcare at OxML 2024!