Kseniia Alekseitseva
Senior Machine Learning Engineer at Constructor Tech
Sofia, Sofia-City, Bulgaria
Summary
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Senior🎓
Top SchoolKseniia Alekseitseva is a Senior Machine Learning Engineer with nine years of experience building production ML solutions across avatar generation, sports tech, autonomous driving, and industrial consulting. With a strong academic foundation in applied mathematics and physics from MIPT and an MS from Skoltech, she bridges rigorous research—e.g., computational biophysics and large-scale xDeepFM evaluation—with product-focused delivery. At Constructor Tech she sped up presales and improved video indexing by adopting few‑shot learning and robust MLOps (DVC, MLflow), and previously boosted navigation accuracy and training scalability in self‑driving projects. A committed mentor and team builder, she introduces Agile practices and cultivates knowledge sharing while contributing to collaborative and open initiatives in the ML community. Less obvious but defining: she repeatedly translates complex scientific modelling experience into practical, deployable ML pipelines that measurably improve business outcomes.
9 years of coding experience
4 years of employment as a software developer
Master of Science - MS, Information Science and Technology, Master of Science - MS, Information Science and Technology at Skolkovo Institute of Science and TechnologyMaster of Science - MS, Applied Mathematics and Physics, Master of Science - MS, Applied Mathematics and Physics at Moscow Institute of Physics and Technology (State University) (MIPT)
English, Russian, German
Github Skills (53)
text-segmentation10
cml10
image-processing10
image-classification10
metric-learning10
information-retrieval10
text-classification10
reinforcement-learning10
distributed-computing10
image-segmentation10
recommender-system10
object-detection10
computer-vision10
jupyter9
pytorch9
Programming languages (5)
Github contributions (5)
EvoCargo/catalyst
Nov 2020 - Nov 2021
Accelerated deep learning R&D
Contributions:114 pushes, 41 branches in 11 months
deep-learningpytorchacceleratedmachine-learning
y-ksenia/1qgt_modeling
Jun 2018 - Jan 2021
Contributions:9 pushes, 1 branch in 2 years 7 months
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