Applied Data & AI Systems

Projects exploring data platforms, machine learning workflows, and AI applications through practical end-to-end implementations.

Vehicle Damage Detection System
Insurance Systems Computer Vision Applied AI

Vehicle Damage Detection System

Developing an AI-assisted vehicle inspection system that detects vehicle damage from images and supports scalable insurance assessment workflows.

  • Built an initial object detection pipeline using annotated vehicle image datasets
  • Designing structured damage assessment and risk estimation workflows
  • Building deployment-ready APIs for insurance inspection use cases

Python · YOLOv8 · PyTorch · OpenCV · FastAPI

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Research & Academic

Selected MSc projects exploring mathematical modelling, scientific machine learning, and data driven research.

Interpretable Machine Learning for Climate Dynamics
Climate Systems Machine Learning Time Series

Interpretable Machine Learning for Climate Dynamics

Investigating how interpretable machine learning can uncover hidden relationships within climate systems associated with El Niño-Southern Oscillation (ENSO).

Python · NumPy · Pandas · SciPy · Matplotlib

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Nonlinear Dynamical Systems with Reservoir Computing
Data Driven Modelling Machine Learning Time Series

Machine Learning for Complex Dynamical Systems

Applied Next Generation Reservoir Computing to model and forecast complex dynamical systems, exploring how machine learning can learn nonlinear patterns from time series data.

Python · NumPy · Pandas · SciPy · Matplotlib

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