Artificial intelligence & machine learning
Investigate a learning problem, develop or adapt a method, and assess it against the task it is meant to solve.
Classification, anomaly detection, model calibration, and course-specific AI.
Scientific consultancy
AI, Data Science, and Scientific Consulting
Research-led expertise for problems that need more than a standard answer.
Machine learning, artificial intelligence, data science, image processing, and statistical analysis—connected by mathematical reasoning and practical software development.
Discuss your projectAreas of expertise
Where we can help.
These are starting points for a conversation. An engagement may combine several disciplines; its feasibility, deliverables, and terms are agreed individually.
Data science & analytics
Make complex data useful: explore patterns, test hypotheses, compare approaches, and communicate the findings.
Exploratory analysis, predictive modelling, data preparation, and interpretable reporting.
Statistical analysis & assessment
Design an analysis that accounts for uncertainty, limited samples, and the decisions the results will inform.
Study design, ROC analysis, cross-validation, uncertainty estimation, and model comparison.
Image processing & computer vision
Develop and evaluate methods that extract useful information from images, with the application’s constraints in view.
Image enhancement, feature extraction, pattern recognition, and medical-imaging research.
Data visualization & interactive analysis
Give analysts useful ways to investigate the same observations across views and connect visual evidence to computation.
Linked plots, anomaly exploration, scientific interfaces, and analytical workflows.
Scientific software & algorithms
Translate a method into working, documented software, with tests and a handover suited to your team.
Research prototypes, algorithm implementation, workflow integration, and reproducible tools.
Research into practice
Selected projects.
Two examples of our work connecting research methods with practical software in image analysis and anomaly detection.
Image analysis
CAD — Computer-Aided Detection
Image-processing research translated into software for mammography. LIBCAD and WEBCAD bring image enhancement and abnormality-detection methods into research workflows.
Explore CAD U.S. Patent 10,789,712 B2 — Image analysis to detect cancerAnomaly detection & visualization
VAAD — Visualization Aided Anomaly Detection
UN-AVOIDS combines unsupervised anomaly scoring with a visual approach to investigating outliers. VAAD brings this work into linked views that help analysts explore unusual observations.
Explore VAAD U.S. Patent Application Publication 2022/0327182 A1 — UN-AVOIDSWork with MESC Labs
Discuss your project with us.
Get research-led advice, analysis, and custom implementation. Share your objective, available data, and timeframe so we can discuss an approach, scope, and quotation.
Contact us by email or on Upwork.
Please do not email confidential datasets before we agree a secure transfer arrangement.
From scope to delivery.
- Define the questionDiscuss your objective, data, constraints, and what a useful result would look like.
- Agree the workAssess feasibility and agree methods, deliverables, timeframe, and commercial terms.
- Develop and evaluateCarry out the analysis or implementation, examine the evidence, and document limitations.
- Handover and next stepsDeliver the agreed outputs and documentation, with integration or support scoped as needed.