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
MTS AI
Middle MLOps Engineer
03/2023 - up to now
Build CI/CD pipeline for LLM services using GitlabCI
Increase speed of deploy on LLM test stands by 500% by fixing and implementing ClearML Serving
Develop and implement Task Monitoring and Billing System using ClearML API
Record video lessons on the functionality of our
MLOps platform (link)
Speech Technology Center
Junior MLOps Engineer
11/2021 - 03/2023
Embed HPO algorithms in Speaker Diarization pipeline using ClearML platform
Increase speed of HPO by 30% by implementing caching of ML algorithm results
Develop person identification algorithm for Face Antispoofing data pipeline using PostgreSQL and Peewee
PROJECTS
[OPEN SOURCE CONTRIBUTION] ClearML Serving for LLM
[
ClearML, FastAPI
]
Speech-To-Text Pipeline
[
ClearML, NeMo
]
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
Orchestration:
ClearML, Airflow
Frameworks:
PyTorch, TensorFlow, FastAPI, vLLM
DevOps:
Git, Docker, Kubernetes, Gitlab CI
Deploy:
Seldon Core, Triton Inefrence Server
DB:
PostgreSQL, Peewee
Cloud:
AWS
Soft:
Teamwork
Time management
Problem-solving