Experience
Samsung R&D Institute Ukraine | ML Engineer
April 2021 - Present | 4 years
- Contributed to the pipeline development and object detection model training for high accuracy private data protection on images using Tensorflow.
#object_detection #tensorflow #tfserving #tflite #on_device_inference - Develop modules for LLM fine-tuning and evaluation for PII data extraction.
#pytorch #transformers #llm #peft - Contributed to pipeline for transformers model training from scratch for custom data, model quantization and exporting to onnx for on-device inference.
#pytorch #transformers #mlm #ntp - Occasionally participating in PoC or Demo creation, innovation activities.
#prior-art-search #ML #tsfresh
PwC | Intern Data Analyst
December 2020 - March 2021 | 0.5 years
- Data cleaning, preprocessing, aggregation, verification. Prepare reconciliation reports.
#python #sql #excel
Skills
Hard Skills
- Python
- Pytorch, Tensorflow, transformers
- Scikit-learn, pandas, numpy, tsfresh
- Git, DVC, Docker, Linux
- Basic TypeScript, C++, Java
Soft Skills
- Multi tasking
- Adaptability
- Independent and team work problem solving
Weaknesses
- Time estimation is challenging
- Making too many independent steps before asking for help
- Sometimes doing before thinking
Education
Taras Shevchenko National University of Kyiv
2017 - 2023
Master of Mathematics, specialization Computer mathematics
In my coursework, I focused on modeling the P&L of a portfolio containing stocks and options, with the goal of demonstrating how options can be leveraged to outperform a buy-and-hold strategy.
Hobbies & Interests
- Basketball, Walking
- Music concerts and shows
- Investing and early retirement
- Support Ukrainian teams in cybersport
- Exploring Netflix world