About

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Illia Antipiev

ML Engineer

Hey everyone!

I am happy to introduce myself on this page. You can find info about my education, experience and hobbies.

I am passionate about applying machine learning methods to diverse use cases, with a focus on gaining extensive experience and continuously learning.

With a strong foundation in debugging, problem-solving, and working independently, I am eager to expand my expertise in LLMs, AI agents and related technologies.

In case you want to know more - feel free to ask chat bot which has access to extensive knowledge base. Even though bot also cannot find information - it will notify me that required data is missing and it will be updated soon.

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