Valiantsin Rakots is an AI Engineer with nine years of experience building and operationalizing machine learning and backend systems, currently based in Warsaw. He designs production-grade model serving pipelines and GPT-based RAG chatbots, optimizing for low-latency inference across GPU and CPU environments with tools like TorchServe, FastAPI, Docker, and cloud platforms. His background spans computer vision, speech systems, and NLP, with hands-on work in monitoring, scaling, and reducing hallucinations in conversational AI. Comfortable leading projects or mentoring juniors, he combines full lifecycle software engineering with pragmatic deployment practices. Colleagues value his ability to translate research-grade models into reliable, observable services that improve user experience. An unexpected strength is his consistent focus on deployment realism—balancing model quality with cost, latency, and maintainability in production.
9 years of coding experience
4 years of employment as a software developer
Bachelor's degree Computer Software and Media Applications, Bachelor's degree Computer Software and Media Applications at Belarusian State University
📈 😸 Binary focal loss implementations for catboost framework
Contributions:4 commits, 2 PRs, 3 pushes in 10 months
implementationsdataminingcatboostackloss
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