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Algorithms

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Hello, we are 4colors!

Data + Algorithms + Optimization

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.



What We Do

Our Expertise

Data

Data power! data

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

Connect the dots! graphs

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.



Models

Some are useful! models

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.

Algorithms

We've got an edge! algorithms

We design, develop, and implement bespoke algorithmic solutions to complex problems. Our algorithms are used in different domains, including 3D graphics, streaming, telecommunication.



AI

'A' is for algorithmic! AI

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.



Quantum

Take a leap! quantum

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.

Optimization

Find one in a million! optimization

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

Be quick! heuristics

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.



R & D

Innovate! R&D

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.






What We Do

Services

R&D

We conduct research on behalf of our customers. We build on years of algorithmic research and connect science to engineering practice. We also run internal R&D projects and contribute to academic research.

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Consulting

We provide scientific and engineering consultancy in our areas of expertise. We have successfully collaborated with a diverse range of clients from early-stage startups to R&D labs of Fortune Global 500 companies.

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How We Can Help

Challenges




Learn

learn

You have vast amounts of data holding untapped potential for your business, but you are unsure how to extract valuable insights.



Analyze

analyze

You want to analyze your data and mine for patterns to use for forecasting, prediction, or understanding?

Design

design

You need to design and implement complex and innovative algorithms and want to do it right.



Tune

tune

You require a customized algorithm tailored to your specific business needs and optimized for your unique use cases.

Optimize

optimize

You seek to enhance performance through prescriptive analytics models and mathematical optimization.



Launch

launch

You need to build a new technology but do not have the necessary skills and expertise in-house.

Who We Are

Company

science

Scientific background

We are computer scientists and engineers with a background in mathematics, artificial intelligence, optimization, and operations research.



innovative

Innovative approach

We have a strong track record of creative innovation in problem solving and extensive experience in applying algorithmic methods across a variety of fields.

challanges

Challenges

Our foundation in science drives us to experiment, synergize, and explore novel ideas with pleasure. We also enjoy the challenge of finding effective solutions.



global

Locally global

4colors Research was founded in 2016 by Marcin Kaminski. We are based in Cambridge, UK but we work with customers around the world.

Contact us!

Contact



Let us explore how we can collaborate!