People Dr Anthony Constantinou. Senior Lecturer (Associate Prof), Director of MInDS (Machine Intelligence and Decision Systems) research group, and Head of the Bayesian AI lab. Dr Neville Kenneth Kitson. Postdoctoral Research Visitor in Bayesian network structure learning for Health Informatics, and CTO of OneWorld UK. Mr Yang Liu. PhD Researcher in Bayesian network structure learning in the presence of measurement error. Mr Kiattikun Chobtham. PhD Researcher in latent variable models. Dr Rendani Mbuvha. DeepMind Academic Fellow in Machine Learning and Honorary Senior Research Associate at UCL. Mr Arian Hashemzade Amirkhizi. Research Visitor (Remote) in causal structure learning, and UG student in Applied Mathematics at Sharif University of Technology. Mr Bruno Petrungaro. PhD researcher in applied causal structure learning, and Senior Data Scientist at the Financial Conduct Authority. Mr Praharsh Nanavati. Research Visitor (Remote) in structure learning, and UG student in Data Science and Engineering at the Indian Institute of Science Education and Research. Ms Eya Meddeb. Doctoral Research Visitor in Bayesian network structure learning from data and knowledge to manage employee turnover. Mr Zahir Nikraftar. PhD Researcher in Probabilistic Machine Learning for Climate Science. Ms Sheresh Zahoor. Doctoral Research Visitor (Remote) in identification of early risk predictors and interventions for skin cancer and type 2 diabetes. Mr Austin Plunkett. PhD Researcher in social science with applied machine learning to improve evidence-informed clinical practice. Prof Norman Fenton. Emeritus Professor of Risk and Information Management. Joint Founder and Director of Agena Ltd. Prof Martin Neil. Full Professor of Computer Science and Statistics. Joint Founder and Director of Agena Ltd. Alumni Dr Zhigao Guo. Postdoctoral Research Associate in Bayesian network structure learning for high dimensional problems [2019-21]. Joined the University of Manchester. Mr Bo Peng. MSc by Research student in Bayesian Network structure learning [2018-19]. Joined Huawei in Hong Kong.