Aleksei Kashapov Email & Phone Number

Munich, BY, DE

Munich, Bavaria, Germany

• Implemented post-training quantization algorithms for ONNX, PyTorch, TensorFlow, and OpenVINO, optimizing over 300 deep learning models across diverse domains, including Computer Vision, NLP, and GANs. Achieved up to.
• Led collaboration with cross-functional teams to launch a quantization pipeline for ONNX models, enabling seamless inference with OpenVINO. Successfully transformed the MVP into a productized solution, significantly.
• Optimized quantization hyperparameters for diverse domains, including object detection, classification, and NLP, delivering up to 4x speed improvement with less than 1% accuracy loss. Consistently met performance.
• Collaborated with cross-functional teams to identify and implement optimal quantization schemes for deep neural networks, accounting for both hardware-specific and model architecture-specific factors. This approach.
• Implemented a subgraph matching algorithm enhancing model support and speeding up quantization working time by up to 20%. This leads to increase model coverage and decrease validation pipelines cost by 10%.
• Developed a novel quantization training algorithm that reduced fine-tuning time and automated the training pipeline, significantly enhancing the user experience. In some cases, this algorithm achieved up to a 30%.

Cambridge, Massachusetts, United States

• Under the scholarship grant contributed to a scientific paper with Prof. Stefanie Mueller, which was accepted at the prestigious CHI 2021 conference.
• Developed an object pose estimation method using a known digital 3D model of the object, achieving accuracy up to 0.5 cm using C++, python, OpenCV, blender.
• Developed infrastructure scripts for integrating projectors and Arduino, resulting in a functional demo system used to showcase the findings of a scientific paper.

Moscow, Russia

Developed a movement algorithm, localization algorithm, and motor control driver for an MVP robotics system using C++, C, python, ROS, OpenCV. Based on this software the company showcased a live demo for funding purposes.

Master'S Degree, Information Systems And Technology

Bachelor'S Degree, Physics