We are an R&D consulting company specializing in data, algorithms, and optimization. We leverage mathematical and computational techniques to help businesses and organizations solve complex problems.
We help businesses leverage their data. We uncover patterns, insights, and information hidden in massive data sets. We work with all types of structured and unstructured data.
Graphs are ubiquitous, and we love it! We also enjoy complex network analysis, graph algorithms, probabilistic graphical models, graph signal processing, and graph neural networks.
We build descriptive and predictive models. We have designed classification and regression models for various challenging data sets, including images, point clouds, time series, networks.
We design, develop, and implement bespoke algorithmic solutions to complex problems. Our algorithms are used in different domains, including 3D graphics, streaming, telecommunication.
We use a range of machine learning techniques including deep learning and reinforcement learning. We specialize in non-traditional applications of machine learning and AI.
We help you get ready for the quantum future. We can help develop quantum algorithms and estimate potential gains from quantum computing for your particular business application.
Mathematical optimization is a tool for finding best solutions to complex problems. We use mathematical modeling, linear and integer programming for problems like scheduling and routing.
Heuristics are algorithms for solving complex optimization problems quickly. For our customers, we develop problem-specific heuristic algorithms that are fast, reliable, and learned from data.
Our customers are businesses that need a novel approach, an innovative idea, or expert knowledge. We provide them with robust solutions, creative answers, and deep insights.
You have vast amounts of data holding untapped potential for your business, but you are unsure how to extract valuable insights.
You want to analyze your data and mine for patterns to use for forecasting, prediction, or understanding?
You need to design and implement complex and innovative algorithms and want to do it right.
You require a customized algorithm tailored to your specific business needs and optimized for your unique use cases.
You seek to enhance performance through prescriptive analytics models and mathematical optimization.
You need to build a new technology but do not have the necessary skills and expertise in-house.
We are computer scientists and engineers with a background in mathematics, artificial intelligence, optimization, and operations research.
We have a strong track record of creative innovation in problem solving and extensive experience in applying algorithmic methods across a variety of fields.
Our foundation in science drives us to experiment, synergize, and explore novel ideas with pleasure. We also enjoy the challenge of finding effective solutions.
4colors Research was founded in 2016 by Marcin Kaminski. We are based in Cambridge, UK but we work with customers around the world.
Let us explore how we can collaborate!