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Selected work.

Case studies covering modelling, engineering and deployment.

01MLOps · ClassificationCompleted
Telco Churn MLOps
An end-to-end machine learning project for identifying customers at risk of churn, with a focus on reproducibility, experiment tracking, testing and production-oriented workflows.
PythonScikit-learnMLflowDVC
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02Forecasting · Machine LearningCompleted
Operational Demand Forecasting
A forecasting system designed to predict operational demand and service-related metrics, combining historical patterns, calendar effects and machine learning to support planning and resource allocation.
PythonPandasXGBoostMLflow
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03Data Analytics · Business IntelligenceCompleted
Operational Analytics & BI
An operational analytics project that transforms service data into dashboards designed to understand demand, waiting times, SLA performance and operational bottlenecks.
PythonPandasNumPyMatplotlib
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04Unsupervised · AnalyticsUpcoming
Customer Segmentation
Behavioural clustering that turns raw transaction data into segments a commercial team can act on.
PythonScikit-learnSeabornPandas
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05MLOps · InfrastructureUpcoming
MLOps Platform
Platform for the full model lifecycle: training, evaluation, registry, deployment, monitoring and automated retraining.
MLflowDVCDockerEvidently
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06NLP · LLMUpcoming
NLP & LLM Projects
Language models applied to unstructured text: extracting structure, meaning and relations from documents and conversations.
PythonTransformersLangChainFastAPI
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