Microblink d.o.o. za informacijske tehnologije
R&D in Microblink
Microblink is an R&D company with a mission to simplify data entry in mobile and web apps using camera input. Using advanced machine learning methods, we develop state-of-the-art computer vision technology, linking modern apps with the physical world.
Our research and development of ML-based computer vision started several years ago. Our first big successful project in machine learning was recognition of handwritten math expressions featured in Photomath. To our knowledge, we were the first in the world to have developed an entirely learned OCR (optical character recognition) model that works in real time on a mobile device.
Since then, we’ve built our team and infrastructure with one goal: making machine learning the core of our technology.
Today, our team tackles some of the most challenging computer vision problems using our proprietary machine learning system (MLS).
Thanks to publicly available learning tools, developing machine learning prototype solutions is fairly simple. It might give the impression that it’s a plug-n-play approach to problem-solving (meaning that it doesn’t take a lot of knowledge or effort to come up with a good solution), but real-life use-cases are far more demanding, considering limitations with respect to model complexity.
When developing such solutions, great attention needs to be paid to the machine learning process, the behavior of learned models, and data properties. We’ve invested a lot of effort and resources into developing a machine learning system that would take into account all of those factors. Some of the main advantages of our system are: the ability to collect and manage huge amounts of data, fast learning on our GPU servers, and detailed analysis of our learned models with respect to precision and performance on mobile devices.
For the last 3 years, MLS has been designed and developed jointly by our research and software engineers and is already a powerful and complex system written in Python and C++ with big plans for the future. We believe this is a unique system that challenges even the most experienced software engineers and gives them an opportunity to use their skills in the field of machine learning with the support of our experienced software and research engineers.Plaće su porasle.
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