IdeaSystem ImplementationInsight

I turn complex
data and regulations
into real-world impact.

I design and build AI and data solutions that solve real problems in finance, risk and regulation — from intelligent agents to machine learning systems.

  • AI & Machine
    Learning
  • Finance &
    Regulation
  • End-to-End
    Implementation
  • Real-World
    Impact

Trusted
technologies

  • Python
  • SQL
  • AWS
  • Azure
  • LlamaIndex
  • Chroma
  • MLflow
  • Airflow
  • Docker
  • Power BI

03Expertise

Skills that
turn ideas into impact.

A blend of technical expertise, domain knowledge and practical implementation skills.

  • Python

    Data analysis & ML

  • SQL

    Data modelling · PostgreSQL

  • Machine Learning

    Risk & fraud · MLOps

  • GenAI & Agents

    RAG · LLMs · MCP

  • Cloud

    AWS · Azure

  • Data Engineering

    ETL · Airflow · Docker

  • Visualisation

    Power BI · Streamlit

  • Domain Expertise

    Finance · Risk · Regulation

04About

More than
a Data Scientist.

My work sits at the intersection of data science, machine learning and financial services. I spent three years in regulated banking, working across financial data, credit risk and compliance, before moving into data science and AI.

I bring that context into the way I design AI systems, so technical decisions stay connected to real operational problems. I care about systems that can be evaluated, explained, monitored and trusted, not just models that perform well in a notebook.

05Insights

Ideas, learnings
and perspectives.

Notes on AI evaluation, agentic systems, data science and the decisions behind reliable intelligent systems.

First articles coming soon

06Contact

Let’s build
something meaningful.

I’m open to opportunities, collaborations and conversations across AI, data science, finance, risk and regulation.