North Yorkshire based · Working across the UK

Machine learning.
Built around you.

I help businesses turn ideas into practical machine learning and software. My main focus is computer vision, audio and large language models, alongside website building and general software development.

Discuss your project Meet the developer
INDEPENDENT ML & SOFTWARE DEVELOPMENTLOCAL ROOTS. UK-WIDE REACH.

THE PERSON BEHIND PRISM ML

Fresh perspective.
Practical experience.

I’m the developer behind Prism ML, an independent business based in North Yorkshire. I’ve just completed my master’s degree in Computer Science and Machine Learning, achieving a First.

Alongside my studies, I worked on machine learning projects for Tascomp and Cummins. I’m now bringing that academic grounding and practical experience to businesses locally and across the UK.

See how I can help
ACADEMIC FOUNDATION
Awarded a FirstMaster’s degree in Computer Science and Machine Learning
INDUSTRY PROJECT EXPERIENCE
Tascomp · CumminsMachine learning projects undertaken during my studies
LOCAL ROOTS
North YorkshireFocused on local businesses, with projects welcome from across the UK

HOW I CAN HELP

Practical ML.
Useful software.

Vision, audio and LLMs are my main areas of experience. I also build websites and custom software, with other machine learning work scoped around your needs.

01 / COMPUTER VISION

Make sense of your images.

Computer vision is one of my main areas of experience. I can help explore image classification, visual inspection and ways to turn camera or image data into useful information for your business.

image classificationvisual inspectioncamera data
Next: Audio
Computer visionILLUSTRATIVE DEMO
CAMERA_FEED / BATCH_18431 FPS
product_a98.7%
component_b96.1%
defect92.4%
product_a97.8%
CLASS PROBABILITYproduct_a0.82component_b0.13defect0.05
CLASSIFIED + ROUTED 18ms

02 / AUDIO MACHINE LEARNING

Find useful patterns in sound.

My audio experience covers using machine learning to interpret sound. Projects can include classifying recordings, detecting events and extracting information from audio data.

sound classificationevent detectionaudio analysis
Next: Data LLMs
Audio machine learningILLUSTRATIVE DEMO
AUDIO_STREAM / MIC_0848 kHz
00:14.200:16.8
EVENT DETECTED
target_eventconfidence94.8%
background03.2%
unknown02.0%
EVENT WINDOW EXTRACTED 2.6 sec

03 / LLMS FOR BUSINESS DATA

Ask questions in plain English.

Large language models are another core focus. I can help build tools that search documents, summarise information or answer questions using your business data, with checks on accuracy and access.

large language modelsdocument searchdata questions
Next: Support LLMs
LLMs for business dataILLUSTRATIVE DEMO
DATA_ANALYST / GOVERNED12 SOURCES
What caused the margin drop in the North region last month?
Checking revenue, product mix and fulfilment costsCOMPLETE
PRIMARY DRIVERExpedited fulfilmentExplains 63% of the change
Fulfilment-2.8ptProduct mix-1.4ptDiscounting-0.5pt
ANSWER GROUNDED IN LIVE DATA 6 queries

04 / LLM ASSISTANTS

Make your knowledge easier to use.

Assistants for your team or customers that use your approved content to answer common questions. I can help connect the model to relevant information and build in a route to human support.

knowledge assistantscustomer supporthuman handoff
Next: Forecasting
LLM assistantsILLUSTRATIVE DEMO
SUPPORT_AGENT / CONVERSATION_482LIVE
CUSTOMER

Can I move my delivery to Friday without changing the order?

Checked delivery policy, order status and available slots3 SOURCES
SUPPORT ASSISTANT

Yes—Friday is available and your order can stay exactly as it is. I can update the delivery now.

Change to FridayKeep current date
RESPONSE POLICY-CHECKED 1.4 sec

05 / ADDITIONAL ML · FORECASTING

Have a different ML problem in mind?

I’m open to other machine learning projects, including exploring forecasts from historical business data. We can review your data, discuss feasibility and agree a scope that fits the problem.

time seriesfeasibilityproject scoping
Next: Websites & software
Additional ML · ForecastingILLUSTRATIVE DEMO
DEMAND_FORECAST / 12 WEEKSUPDATED
NEXT PERIOD12,480VS. LAST PERIOD+8.4%MODEL ERROR4.7%
TODAY
FORECAST + CONFIDENCE RANGE p50 / p90

WEBSITES & SOFTWARE DEVELOPMENT

The tools your business needs.

A new website, a useful internal tool or software that connects your systems — I can help with those too.

Website building

Clear, responsive websites that reflect your business and make it easy for customers to understand what you offer and get in touch.

  • Business websites
  • Responsive layouts
  • Updates to existing sites

General software development

Custom applications, integrations and automation to support the way you work, whether as a standalone project or part of a machine learning system.

  • Internal tools & applications
  • APIs & system integrations
  • Workflow automation
Tell me what you need

FROM IDEA TO APPLICATION

Start with a problem.
Build towards a solution.

For machine learning projects, I start small, test what works and use the results to guide the next step.

01

Understand the problem.

Start with what you want to improve, the data you have and the constraints your business works within.

  • A clear business goal
  • Data quality & feasibility
  • An agreed scope & budget
02

Test the idea.

Build a focused prototype and measure how well it works with your data before committing to a larger system.

  • Vision, audio & LLM prototypes
  • Comparison with a simple baseline
  • Clear results & limitations
03

Build it into your workflow.

Connect the useful parts to the tools your business already uses, with a practical interface for the people using them.

  • APIs & software integration
  • Human review where needed
  • Usable websites & applications
04

Plan for everyday use.

Agree how the system will be deployed, maintained and handed over, with running costs considered from the start.

  • Deployment suited to your needs
  • Documentation & handover
  • Support agreed around your project
DATAMODELDECISIONOPERATION

WORKING TOGETHER

Your project.
My personal attention.

You’ll work directly with me on the design and development of your project. Based in North Yorkshire, I’m keen to support businesses in the area and welcome work from anywhere in the UK.

01

Tell me what you need

Bring a business problem, an idea or an existing system you’d like to improve. I’ll help you explore a practical way forward.

A conversation in plain English
02

Agree a manageable scope

We’ll define what success looks like, what’s feasible and which parts to tackle first, with a budget and timeline suited to the work.

Clear expectations from the start
03

Build, review and refine

I’ll share progress as the project develops, work through your feedback and agree the handover and any ongoing support with you.

Direct communication throughout

06 / START A CONVERSATION

What would you
like to build?

Whether you need help with machine learning, a website or custom software, tell me about your business and what you have in mind. Based in North Yorkshire, I welcome enquiries from across the UK.

hello@prisimml.uk

Open to projects in North Yorkshire and nationwide