Ilia Meshcheriakov

MLOps engineer with experience in building MLOps platform using self-hosted tools like ClearML

https://github.com/IlyaMescheryakov1402
+79211808854
 doncarleone1402@gmail.com
 https://www.linkedin.com/in/ilia-meshcheriakov-9a8b2b244
 @IlyaMesch

WORK EXPERIENCE

Wildberries

Middle MLOps Engineer

01/2025 - up to now
  • Deployed and supported self-hosted ClearML-Server and ClearML-Agents on Kubernetes cluster
  • Built security policies into ClearML-Server and ClearML-Agent deployments

MTS AI

Middle MLOps Engineer

03/2023 - 01/2025
  • Built CI/CD pipeline for LLM services using GitlabCI
  • Increased deploy speed on LLM dev stands by 500% by fixing and implementing ClearML-Serving
  • Developed Task Monitoring and Billing System using ClearML API

Speech Technology Center

Junior MLOps Engineer

11/2021 - 03/2023
  • Improved "Cold Start" strategy for Speaker Diarization pipeline by implementing HPO algorithm
  • Increased pipeline HPO speed by 30% by implementing caching of ML algorithm results
  • Developed Person Identification algorithm for Face Antispoofing data pipeline with PostgreSQL and Peewee

PROJECTS

  1. [OPEN SOURCE CONTRIBUTION] ClearML Serving for LLM [vLLM, FastAPI]
  2. Speech-To-Text Pipeline [ClearML, NeMo]
  3. AWS Telegram Bot for Cooking [AWS, GithubActions]

EDUCATION

St. Petersburg Polytechnic University

Bachelor of Mechatronics & Robotics - 4.8 GPA
09/2016 - 08/2020

ITMO University

Master of Information systems and technologies - 4.9 GPA
09/2021 - 08/2023

SKILLS

English level: B2 (Upper-Intermediate)

Tech:

  • Languages: Python
  • MLOps: ClearML, MLfLow
  • Orchestration: Airflow
  • Frameworks: PyTorch, TensorFlow, FastAPI, vLLM
  • DevOps: Git, Docker, Kubernetes, Gitlab CI
  • Deploy: Seldon Core, Triton Inefrence Server
  • DB: PostgreSQL, MongoDB, Peewee
  • Cloud: AWS

Soft:

  • Teamwork
  • Open-mindedness
  • Problem-solving