Welcome to my GitHub 👋

I build applied data science and AI solutions that translate complex data into clear, actionable business insight.

My background spans over 16 years in finance, banking, and compliance, and I now focus on designing end-to-end analytics and AI systems that align with real business objectives — from executive reporting and predictive modelling to LLM-powered decision support and multimodal AI pipelines.

Formal training includes a Postgraduate Diploma in Data Science and MinnaLearn’s Elements of AI for Business, complementing the applied, project-driven work presented here.

🔍 Areas of Focus

• Applied Machine Learning (classification, regression, imbalance handling)
• Business Intelligence & Executive Dashboards (Tableau, Power BI)
• Predictive Analytics & Forecasting
• Customer Analytics, Churn & Marketing Strategy
• Large Language Models (LLMs) for evaluation and decision support
• Computer Vision, OCR, and Speech AI
• Reproducible, business-ready data pipelines

🚀 What I Work On

• Designing ML pipelines optimised for business trade-offs, not just accuracy
• Building executive-level dashboards supported by validated data
• Using Python to extend BI tools where they fall short
• Applying LLMs for structured reasoning, ranking, and explanation
• Developing multi-stage AI systems that combine vision, language, and speech
• Publishing well-documented, real-world projects suitable for stakeholders

📚 Selected Projects

• Term Deposit Subscription Prediction
  Two-phase ML workflow (pre-call & post-call) using imbalance-aware modelling and business-aligned evaluation.

• LLM-Powered Candidate Ranking (Potential Talents)
  Multi-LLM evaluation and ranking system using GPT-class models and open-source alternatives, with reconciliation logic and explainability.

• MonReader – Multimodal Accessibility Pipeline
  Computer vision, OCR, LLM reasoning, and text-to-speech for document accessibility and audio generation.

• Executive BI & Forecasting (TechHub Retail)
  Tableau executive dashboard supported by Python data validation and forward-looking revenue forecasting.

📫 Let’s Connect

• LinkedIn
• GitHub Projects & Repositories

Turning analytics and AI into decisions executives can act on.