Applied research
Academic supervision of AI projects and technical mentoring. Students retain authorship of their work.
Problem definition, method and evaluation. Academic research, with the status of each project stated below.
Blockchain and digital assets
Time series and deep learning applied to DeFi protocol activity.
Final dissertation providedResearch proposal and academic supervision
Series preparation, explanatory variables, model comparison and temporal backtesting.
Includes academic development and results. Defence and production deployment are not verified here.
Document operations
Information extraction from invoices using computer vision and OCR.
Reviewed draft with resultsResearch proposal and academic supervision
Image preparation, region detection, text extraction, evaluation and API exposure.
A reviewed dissertation draft; not evidence of a verified defence or commercial deployment.
Oil & Gas
Modelling well behaviour as extraction and reservoir conditions change.
Milestone document with resultsResearch proposal and academic supervision
MLP, LSTM, GRU and 1D CNN comparison using operational variables and production history.
Experimental results from an academic milestone. Defence and industrial validation are not verified.
Blockchain and behaviour analysis
Unsupervised learning to identify transaction activity patterns.
Final dissertation providedResearch proposal and academic supervision
Feature engineering, PCA, clustering comparison and complementary graph analysis.
Academic development and evaluation; does not establish fraud detection or operational performance.
University documentation records three supervised projects with a registered defence.
Banana leaf disease detection with convolutional networks and a mobile application.
Hyperlocal rainfall nowcasting.
Resampling techniques for identifying potential personal-loan customers.
Independent academic assessment
Reviewing questions, methods and evidence. This role is distinct from project supervision.
Academic work demonstrates research and supervision experience; it does not establish client deployments or industrial validation.
Understand the context, connect knowledge across sectors and test assumptions. We use AI to accelerate development while retaining responsibility for validation and decisions.
Next step
Tell us which decision or process you want to improve.
