About

Work Experience

• Data Engineer, Veolia

  Jun, 2024 - Present

  Designed and validated predictive models for telemetry anomaly detection, developed modular time series toolkit, and led digitalisation initiatives.

  • Designed and validated predictive models for telemetry anomaly detection, improving early identification of operational issues.

  • Developed a modular time series toolkit with anomaly detection and model validation workflows using Streamlit and FastAPI.

  • Led evaluation of Generative AI use cases and integrated them into existing workflows.

  • Automated complex data reconciliation pipelines, improving data quality and reducing manual reporting cycles by 67%.

  • Collaborated with domain experts to interpret model results and generate actionable insights for risk-aware decision-making.

• Data Scientist, Science to Data Science (S2DS)

  Feb, 2024 - Mar, 20241 month

  Built LLM-powered NLP pipelines, integrated automated testing and evaluation metrics, and aligned model design with operational constraints.

  • Built modular, testable LLM-powered NLP pipelines with LangChain, Pytest, and reproducibility controls.

  • Aligned ML model design with operational constraints, focusing on explainability and deployment readiness.

  • Conducted peer reviews of ML pipelines to ensure compliance with organisational standards.

  • Led internal discussions on LLM evaluation strategies, including prompt injection testing and hallucination assessment.

• Digital Consultant, Scottish Tech Army

  Mar, 2024 - Dec, 20249 months

  Conducted technical and process risk assessments to modernise document and data systems for accessibility, scalability, and security.

  • Conducted risk assessments to modernise document and data systems, advising on security, scalability, and cloud readiness.

  • Analysed storage practices, recommended Azure solutions, and designed scalable folder structures for long-term use.

• Mathematics Tutor, Pulse - The Education Place

  Sep, 2022 - Nov, 20231 year 2 months

  Led support sessions for high school students in mathematics.

  • Led support sessions tailored to high school student needs.

  • Adapted teaching style to individual learning requirements.

  • Enhanced student confidence and problem-solving ability.

• Graduate Teaching Assistant, University of Liverpool

  Sep, 2020 - Nov, 20233 years 2 months

  Supported undergraduate teaching in mathematics modules including vector calculus, linear algebra, and statistics.

  • Delivered tutorials in vector calculus, linear algebra, and statistics.

  • Provided guidance and support for student learning outcomes.

  • Applied strong problem-solving and statistical analysis skills.

• Lead Content Creator for Mathematics, University of Glasgow

  Jun, 2019 - Aug, 20192 months

  Created and developed mathematical learning content, including interactive assignments and tutorial materials.

  • Generated exercise, feedback, and tutorial sheet questions aligned with learning outcomes.

  • Developed interactive homework assignments on Webassign.

  • Designed classroom response activities on YACRS.

• Graduate Teaching Assistant, University of Glasgow

  Sep, 2018 - Mar, 20196 months

  Assessed and supported second-year undergraduates in mathematics tutorials, providing detailed written feedback.

  • Delivered tutorials and supported students to meet intended learning outcomes.

  • Provided constructive written feedback on assessments.

  • Adapted teaching methods to diverse student needs.

• Private Tutor (Math, Physics, Chemistry), Self Employed

  Sep, 2014 - Sep, 20184 years

  Tutored high school students in mathematics, physics, and chemistry, tailoring lessons and homework to individual learning needs.

  • Planned and delivered lessons for students ranging from S1–S6.

  • Tutored an average of four students annually across mathematics, chemistry, and physics.

  • Supported student progress through personalised lesson plans and regular homework assignments.

Projects Experience

• Data Archive

  Aug, 2025 - Present

  My Second Brain focusing on data science, business, and engineering topics.

  • Knowledge Base

  • Research

• ML Tools

  Jan, 2025 - Present

  A store of common ML tools.

  • Knowledge Base

  • Working

Skills

Education

Interests