At DSA, we apply our domain expertise to shorten the time it takes to turn a research idea into a concrete outcome. Our partner companies count on us to provide insights, guidance, and practical solutions to refine their operations and hone their knowledge of data science.
Our Services
Concepts
3 - 9 months
Ideal for organizations that wish to explore a new direction but don’t have in-house expertise.
Consulting
~ 2 years
We provide research services to help you understand how AI can help your business. We can help you with the design of AI workflows, the selection of the right tools, and the implementation of AI solutions.
Prototypes
9 - 12 months
We provide training services to help you understand how AI can help your business. We can help you with the design of AI workflows, the selection of the right tools, and the implementation of AI solutions.
Research Lab
3 years +
We provide implementation services to help you understand how AI can help your business. We can help you with the design of AI workflows, the selection of the right tools, and the implementation of AI solutions.
Our Areas of Expertise
Assisted Design of AI Prototypes
Building AI applications involves a large number of design decisions for developers. The number and intricacy of decisions grow with complexity, making even seasoned experts overwhelmed. Automating auxiliary tasks while adhering to best practices of human oversight becomes a necessity with enormous potential to make AI better and more trustworthy.
Causal Machine Learning
Modern machine learning can be unpredictable, with a focus on associations. This emphasis often produces unwanted results. Introducing causal notions lets us interpret the entire ML pipeline—from relations to results—mitigating catastrophic situations in sensitive fields.
Event Prediction and Analysis
We specialise in modelling, predicting, and explaining events, both observable and latent. Our team uncovers and explains the complex processes where different factors impact health, safety, and economic stability. By advancing data preprocessing, spatiotemporal modeling, and explainability, we enable businesses to drive data-informed decisions across risk assessment, strategic planning, and beyond.
Extracting Data from Documents
Property owners and operators often lack essential information about the equipment installed in their buildings, which is vital for optimal operation and maintenance. Extracting this information from various scanned documents, including tables and text, typically requires significant manual effort. Our approach significantly reduces this workload.
More Value from Small Data
DSA excels at extracting information from small or sparse datasets by leveraging advanced techniques in missing data imputation, transfer learning, and knowledge-intensive machine learning. Our work exploits knowledge graphs, physics-informed machine learning, and other expert knowledge integration techniques to enhance predictive accuracy and robustness, even when data is limited or incomplete.
Scientific Machine Learning
Why rely on a black box model and hope for the best when you can enrich it with knowledge from physics or chemistry?
Get In Touch
We are always happy to meet and engage with like-minded industrial partners who want to accelerate their AI adoption and deepen their knowledge of best practices in data science. Please get in touch, and our business development team will get back to you promptly.