Leverage machine learning to enhance digital transformation
Enhance your digital transformation
The key to supporting your machine learning goals will be identifying where you are on your data science journey, whether you’re just starting out or having challenges scaling effectively. Kainos helps organisations to climb the Machine Learning Maturity Scale from tactical to transformational, enabling them to operationalise increasingly complex models.
Using our unique combination of industry-leading engineering, DevOps and cloud expertise, we work alongside you to share knowledge that ensures ongoing self-sufficiency, improved accuracy and reduced time to market.
Machine learning can help your business:
- Drive competitive advantage with technology
Bring new products and services to market under growing pressure, with cost to income ratio at front of mind - Achieve business agility and digital transformation -React faster to evolving customer needs and shifting market demands.
- Improve the customer experience - Embrace technology to enhance customer journeys, speed up decision making and personalise offerings.
- Deliver significant operational efficiencies - Leverage machine learning to reduce sales process efforts and increase the automation of claims management
Data Ethics
At Kainos we believe that data ethics is a non-negotiable when delivering Data and AI projects. With technological development moving at unprecedented speed, the new opportunities are exciting, but we have also seen several experts raising alarm bells about the risks and potential for harm. To develop data and AI solutions that can be trusted by users and the public alike, such risks need to be actively identified and managed.
Our internal frameworks and ways of working bring ethics into everything we do, guided by our internal Code of Ethics and our ethical delivery principles of Mitigating Harms & Seeking Benefits, Fairness, Transparency & Explainability, Respect for the Human Behind the Data and Responsibility.
We can also bring subject matter expertise in data ethics into data and AI projects. In these cases, ethics and risk workshops leading to an algorithmic impact assessment and transparency documentation become an intrinsic part of what is delivered. Our experience in bringing ethical principles to practice can also be tapped into for advisory work. To learn more, please contact us.
The Kainos Machine Learning Maturity Scale
Kainos have identified five key levels of machine learning maturity, each with a set of typical characteristics, that we use to define our maturity scale. This is an indicative guide and your organisation may have elements at maturity levels outside of these parameters. Kainos prioritises specific improvement tasks to achieve the maximum benefit for your business, aligned to your goals.
If you’re more advanced in your maturity (Level 3-5), consider MLOps.
Move from experimentation to production quickly and confidently with Machine Learning Operations (MLOps). Machine Learning (ML) represents a significant market advantage for organisations that can harness it but success hinges on the ability to make ML operational, repeatable and scalable – enter MLOps.
Increase machine learning productivity with MLOps
Kainos combines ML, DevOps and Data Engineering technical expertise to standardise your ML models for production cloud deployment:
- Create repeatable model templates from experiments to production that can be repurposed and reused across multiple ML solutions
- Increase the speed of model deployment, iterations, and fixes
Standardise through MLOps to increase speed, reduce costs and drive alignment
We help you ramp up quickly with a tried and tested framework of playbooks and models for accelerating the deployment of data science projects into enterprise architecture.
- Drive alignment between data science, engineering and operations teams
- Accelerate the move from experiments to production
- Enable the fast creation of new ML models
- Reduce costs through better resource efficiency
- Embed transparency and explainability by enabling auditing of model predictions
eBook: From tactical to transformational
“We approached Kainos with the idea of using AI to automatically extract the information we needed from KIIDs. Kainos’ AI team had fantastic experience with document analysis and NLP and they delivered the project perfectly!”
“As part of our ongoing strategic aims to become the world leading digital land register, the automated document comparison project has been a successful first step in our journey towards embracing artificial intelligence to improve our service and enhance how our employees work.”
See how we can help your business
Looking to digitally transform your business? Get in touch to see how we can help you.
Our People