Colin Shepherd Back to portfolio

Data science & machine learning consulting

Turning complex data into clear, actionable business intelligence.


As a consultant, I help organisations extract value from data — bridging the gap between statistical rigour, modern AI, and real business impact.

Core services

1. Predictive analytics & forecasting

Develop statistical algorithms and machine learning models to forecast outcomes such as sales, demand, or retention. Identify key performance drivers and deliver interactive forecasting dashboards for decision-making.

2. Natural language processing (NLP)

Transform unstructured text data (meeting transcripts, customer feedback) into actionable insights. Fine-tune transformer models (BERT, DeBERTa) for classification, keyword extraction, and semantic analysis.

3. Data strategy & architecture

Design data pipelines and structures that ensure clean, reliable, and scalable analytics. Audit existing data workflows to improve quality and governance for long-term business intelligence success.

4. Business intelligence & visualisation

Create intuitive dashboards using flutter, R Shiny, or ggplot2 & plotly. Communicate results through visually engaging reports tailored to business and executive audiences.

5. Machine learning model development

Design, train, and deploy ML models for classification, clustering, and recommendation systems. Implement robust MLOps practices to monitor, maintain, and continuously improve deployed models.

6. AI evaluation & integration

Evaluate commercial AI tools (e.g., ChatGPT, Gemini, Copilot) for domain-specific use. Measure their performance relative to tailored ML solutions and advise when to build versus buy.

Get in touch

If you’re looking to unlock insights, optimise strategy, or integrate AI responsibly then let's talk. Even if what you're looking for isn't listed above, get in touch as I'd love to help.

Contact details

cshep1987@gmail.com

Dunfermline, UK

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