Stanislav Dereka
Senior ML Engineer at VK
Moscow, Moscow, Russia
Summary
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Senior🎓
Top SchoolStanislav Dereka is a Senior ML Engineer with eight years of experience specializing in computer vision, probabilistic embeddings, and robust model uncertainty methods. He has driven production-ready CV and multimodal projects at Tinkoff and VK, published multiple peer-reviewed papers on image retrieval and OOD detection, and mentors junior engineers and interns. His work spans the research–production gap: from state-of-the-art pipelines (deepspeed, Hugging Face, distributed training) to pragmatic gains like a 4.6% ROC-AUC lift while cutting dataset size by 60% and quantisation strategies that doubled inference speed with minimal accuracy loss. Currently pursuing a PhD at MIPT, he pairs academic rigor with hands-on deployment experience (Docker, ONNX, W&B), and has a track record of turning CV research into measurable product impact.
8 years of coding experience
6 years of employment as a software developer
PhD Artificial Intelligence, PhD Artificial Intelligence at Moscow Institute of Physics and Technology (State University) (MIPT)
English, Russian, French
Github Skills (12)
outlier-detection8
robustness8
anomaly-detection7
signal-processing7
novelty-detection7
benchmarking6
benchmark6
machine-learning5
kaggle4
fundamentals3
mathematics3
math3
Programming languages (3)
Github contributions (5)
tinkoff-ai/probabilistic-embeddings
Oct 2022 - Oct 2022
Contributions:5 commits, 2 pushes in 1 day
stdereka/CourseraML
Apr 2018 - Sep 2018
Contributions:9 commits, 6 pushes, 1 branch in 5 months
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