Academic projects · Research · Innovation
Academic projectsresearch. Research, university projects and innovation work presented through the question, my contribution, the method and the available evidence. Select a project to explore the full story.
Academic Project Diffusion Models as Plug-and-Play Priors 2025–26 University of Bristol Developing diffusion models as plug-and-play priors for image restoration and inverse problems.
Python Diffusion models Image restoration Variable splitting Read full project Research Enhancing the KidSat Model 2025–26 KidSat Extension Project Improving childhood poverty prediction by combining satellite imagery, geographic encoding and systematic data quality assessment.
DINOv2 Spherical harmonics XGBoost LightGBM HPC Read full project Research Bias Mitigation in Retrieval-Augmented Generation 2025 University research project Designing and evaluating retrieval-augmented generation pipelines to investigate bias mitigation in large language model systems.
PyTorch LLMs RAG Cloud GPU infrastructure Read full project Innovation & Hackathon Transit-Oriented Housing Strategy 2026 London Data Hackathon Exploring what London can learn from global rail-led development models to deliver more housing around transport infrastructure.
Comparative policy analysis Housing strategy Transport planning Public communication Read full project Innovation & Hackathon AI-Enabled Healthcare Mobility Product 2026 Imperial Enterprise Lab Shaping the commercial strategy for an AI-enabled healthcare mobility product.
Market sizing Customer segmentation Competitive analysis Go-to-market strategy Read full project