Services

Welcome to Software Reference Limited, where we specialise in transforming your data and machine learning needs into scalable, robust solutions. Our expertise lies in two primary areas:

• Scalable ETL (Extract, Transform, Load) Processes: Efficiently handle and process large volumes of data.
• Productionising Machine Learning Code: Convert research ML code into maintainable, high-performance deployed products.

Our Expertise

We bring a wealth of knowledge and practical experience across a range of technologies and methodologies:

Programming Languages and Frameworks

• Python 3
  • Numpy
  • Pandas
  • Pytest
• Django

Machine Learning Paradigms

Strong experience with data pipelines and API related to multiple aspects of machine learning:

• Text-based Generative ML with Large Language Models (LLMs)
• Probabilistic Modelling (Gaussian Processes and Bayesian Optimisation)
• Classical Regression and Classification
• Reinforcement Learning

Development and Deployment

• REST API Development
  • FastAPI
  • Sanic
• Database Technologies:
  • PostgreSQL
  • Oracle
  • SQLite
• Cloud Technologies:
  • Google Cloud
  • Amazon Web Services (AWS)

Additional Expertise

• Technical Writing

Terms of Engagement

We offer flexible engagement terms to suit your needs:

• Fixed-rate projects or day rates
• Outside IR35
• Remote-first approach

Connect with Matthew Strawbridge on LinkedIn to discuss how we can collaborate on your next project.