ADNAN MAHMUD

This is the personal website of Adnan Mahmud.

I am reachable at mam255@cantab.ac.uk

Publications

• Extension of Transformational Machine Learning: Classification Problems in Drug Discovery (arXiv:2309.16693)
• Expanding Merlin-Arthur Classifiers: Interpretable Neural Networks through Interactive Proof Systems (Poster at MATH+)
• Forthcoming - IRTF: A Scalable Inductive Reasoning Tracing Framework from Neural Networks
• Forthcoming - LLM-assisted Science for Knowledge Discovery (Submitted to Nature Communication)

Experience

• Senior Modelling Engineer at Network Rail, focusing on AI integration (2024 - Present)
• Visiting Research Assistant at Zuse Institute Berlin (2023 - 2024)
• Machine Learning Researcher (Intern) at University of Cambridge (2022)
• Machine Learning Engineer (Intern) at Network Rail (2022)

Education

• MEng & BA Chemical Engineering via Natural Sciences, University of Cambridge (2019-2023)
• MEng Thesis: Extension of Transformational Machine Learning: Classification Problems

Interests

• Transformational Machine Learning
• Neural Network Interpretability
• AI integration in infrastructure
• Large Language Models in scientific discovery

Projects

• Network Analysis of Geospatial Data: Analyzed proteinoid microspheres ensembles using network graphs
• Intelligent Infrastructure Fault Prediction: Utilized ML and advanced analytics for predictive maintenance in railway infrastructure