Delivering paradigm-shifting industrial research to organizations around the world.
Our industrial data science research services allow you to perform game-changing research, leveraging a team of PhD data scientists, without having to maintain an expensive data science department.
Organizations like Nestle and Microsoft leverage our data science expertise to augment their development teams. They find that their ambitions often outstrip their resources and Winder.AI helps them move faster.
Winder.AI is an industrial data science research company that specializes in delivering practical, pragmatic solutions to the most complex of data science challenges. Our data scientists experts have collectively published several books and tens of high-profile research papers, although much of our work is under NDA. Rest assured that we will immerse ourselves in your business to discover and solve the key problems you are facing today.
If you are looking to invest in an industrial data science research program, then I encourage you to contact Winder.AI first, to learn from our experience.
We've worked with hundreds of amazing people, all over the world.
Data science is often touted as being an art, but in reality it’s experience that counts.
By choosing Winder.AI as your trusted data science partner, you can be sure that you are leveraging one of the most highly experienced agencies in the world. Our vast experience helps businesses like yous discover value from their data.
Our data science consultants deliver incredible value by evaluating and recommending strategic business decisions to further your organizational ambitions.
Many of our engineers have PhD’s, which means they are well suited to solving really tricky problems that require significant research. We can help you in the following areas:
In the early phases of nearly every project, a thorough data analysis helps you:
When you have a lot of data, but you don’t know what to do with it, data exploration helps you:
You can use your data to help you optimize your current processes:
Winder.AI is a data science consulting firm, and is based in the UK, although we operate globally. Our data science consultants deliver incredible value by evaluating and recommending strategic business decisions to further your organizational ambitions.
Any problem demands context from the business. A solution for one industry may not be applicable to another, nor is every business the same. Establishing shared context helps get the project off to the right start.
Businesses are often experts in their own domain. This domain expertise is valuable to help direct future solutions. Literature reviews ensure we start with a reasonable baseline.
POCs usually start with a vague idea of what problem they are trying to solve. But the problem definition often changes over time, becoming more concrete, adapting to what is possible given the data.
One thing that makes data science research projects unique is that they often don’t have the right data to begin with. Significant effort is often spent capturing new data that more efficiently solves the problem.
In this phase expert data analysts extract knowledge from the data. This often leverages actionable insight and is used to validate whether the solution is viable.
After the data analysis validates that the idea is sound, an initial phase of model exploration is intended to validate whether the problem can be automated. After this phase the models are analysed to ensure they are performant enough to suggest viability. Note that even at this late stage it is sometimes necessary to revisit the problem definition.
In an industrial context, it is important to include a high-level evaluation of how well a solution actually solves the business problem. This is the key issue with academic researchers; their solutions are not pragmatic enough to work in the real world.
Once models are validated then it’s time to report the results back to the stakeholders. After this phase we often start looking at another problem, or promote it to a fully-fledged machine learning development project.
Businesses have three core operational functions. Processes define how businesses run. Decisions decide when businesses are run. Strategies define why businesses are run.
Software has successfully automated many business processes. Data science automates decisions and strategies via machine learning and reinforcement learning, respectively.
By leveraging our data science consulting services we can help you automate the top two most valuable tiers in the pyramid, to make your organization more efficient and profitable.
The infamous OODA loop, originally developed by the US military, is of particular use during our work because it helps promote innovation.
At every phase we look for opportunities to add value and make your products and services better. Our clients find that our work greatly exceeds their expectations due to the extra value presented by our solutions.
Case study
Interos, a leading supply chain management company, partnered with Winder.AI to enhance their machine learning operations (MLOps). Together, we developed advanced MLOps technologies, including a scalable annotation system, a model deployment suite, AI templates, and a monitoring suite. This collaboration, facilitated by open-source software and Kubernetes deployments, significantly improved Interos’ AI maturity and operational efficiency.
Case study
We’re pleased to announce the release of Stable Audio, a new generative AI music service. Stable Audio is a collaboration between Stability.AI and Winder.AI that leverages state-of-the-art audio diffusion models to generate high-quality music from a text prompt.
Case study
Tractable.AI is a leading insure-tech company based in the UK and has made significant strides in the motor vehicle insurance sector by leveraging AI technologies. Their innovative approach has allowed them to automate various aspects of the insurance lifecycle, including the complex process of loss adjustment. This AI-driven strategy has not only increased their operational efficiency but also enhanced their service delivery, making them a preferred choice for many customers.
The team at Winder.AI are ready to collaborate with you on your data science research project. We will design and execute a solution specific to your needs, so you can focus on your own goals. Fill out the form below to get started, or contact us in another way.
