Alex T.
Machine Learning Engineer
Alex har en PhD inom Machine Learning 7+ års erfarenhet inom ML och Data Science.
Han har arbetat som maskininlärningsingenjör på företag som Bosch och Samsung med use cases inom Computer Vision och Deep Learning.
Huvudsaklig expertis
- NumPy 7 år
- Python 7 år
- C++ 3 år
Andra kompetenser
- TensorFlow 4 år
- Pandas 4 år
- Caffe 3 år
Alex T.
Hitta en utvecklareUtvald erfarenhet
Anställningar
Senior Machine Learning Engineer
Virtual Control - 2 år
- Development of a computer vision solution for shipments tracking in the supply chain.
- Development of a human pose estimation algorithm based on deep learning technologies.
- Development of human detection, one-camera tracking, multi-camera tracking, re-identification algorithm.
- Increased accuracy of initial open source solution by 26% and inference time was decreased by 50%.
- Designed architecture of the computer vision solution.
- Improved speed of the system from 1 frame-per-second to 10 frames-per-second on 4 CPUs(without GPU usage) without loss in accuracy.
- Led a team of the three ML and Software engineers in the project.
Teknologier:
- Teknologier:
- NumPy
- Python
- Caffe
- C++
- Kotlin
- OpenCV
- TensorFlow
- Openvino
- Kubeflow
Senior Software Engineer
Occipital - 10 månader
- Development of ROS and ROS2 drivers for RGB-D camera.
Teknologier:
- Teknologier:
- C++
Senior Machine Learning Engineer
Samsung R&D Institute - 1 år 3 månader
- Development of simultaneous localization and mapping (SLAM) algorithm for an autonomous vehicle.
- Development of an object-detection algorithm for an autonomous vehicle based on deep learning technologies.
- Development of traffic signs recognition algorithm for an autonomous vehicle based on deep learning technologies.
- Improved accuracy of the initial open source solution by 5% by fusion of camera and lidar data.
- Improved accuracy of the initial open source solution by 20% and inference speed was decreased by 30% by redesign of Neural Network architecture and improved training strategy.
Teknologier:
- Teknologier:
- NumPy
- Python
- Caffe
- C++
- Keras
- OpenCV
- TensorFlow
Machine Learning Engineer
PrivatBank - 7 månader
- Development of a computer vision solution for an automatic line of people detection and counting.
Teknologier:
- Teknologier:
- NumPy
- Python
- Caffe
- XGBoost
Software Engineer
LightIt - 10 månader
- Development of a web-application with data analytics tools.
Teknologier:
- Teknologier:
- Python
Mathematical Engineer
JSC Zaporizhstal - 1 år 9 månader
- Development of a model of gas recirculation in sintering furnace and its implementation in the controller.
- Development of a system for information gathering about all expenses of resources in a plant.
Teknologier:
- Teknologier:
- Python
- SQL
- MSSQL
- C++
Utbildning
Doctor Of PhilosophyMachine learning
Taras Shevchenko National University of Kiev · 2018 - 2022
MSc.Machine Learning
Taras Shevchenko National University of Kiev · 2012 - 2014
BSc.Automatisering och datorintegrerad teknik
Zaporizhia State Engineering Academy · 2008 - 2012
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