Костюков Максим
Student
California, United States
Summary
🤩
RockstarКостюков Максим is a software engineer and FEFU student based in California with seven years of hands-on experience in ML engineering and DevOps. He contributes to the popular OPHoperHPO image-background-remove-tool, where he refactored architecture by integrating FastAPI, hardened Docker/CUDA workflows, and added fp16 tests to boost model performance. His work shows a practical focus on production readiness—improving build efficiency, model caching, and API security (SSR F filter fixes and User-Agent handling). Comfortable bridging research models and deployment, he optimizes both inference performance and operational reliability. Despite being a student, he operates at the intersection of ML and infrastructure, delivering measurable improvements to open-source ML tooling.
7 years of coding experience
Github Skills (11)
pytorch10
machine-learning10
fastapi10
docker10
python10
dockers10
cicd10
devops9
testing9
computer-vision9
huggingface8
Programming languages (8)
Github contributions (5)
OPHoperHPO/image-background-remove-tool
May 2022 - Jan 2023
✂️ Automated high-quality background removal framework for an image using neural networks. ✂️
Role in this project:
DevOps & ML Engineer
DevOps & ML EngineerContributions:9 releases, 5 reviews, 45 commits in 8 months
Contributions summary:Костюков refactored the project's architecture by integrating FastAPI and splitting the requirements. They focused on improving the build process by fixing the Dockerfile for efficiency and addressing CUDA/non-CUDA environment separation. Furthermore, the user added tests for the fp16 configuration, demonstrating work related to optimizing the model for performance, and also implemented the integration of a new caching system for the models. They also worked on fixing the API ssrf filter malfunction and added User-Agent header to the model downloader.
mattingpythonbasnetremove-backgroundcomputer-vision
MrFox131/courseProject2Backend
Jan 2022 - Feb 2022
Contributions:174 pushes, 1 branch in 28 days
Find and Hire Top DevelopersWe’ve analyzed the programming source code of over 60 million software developers on GitHub and scored them by 50,000 skills. Sign-up on Prog,AI to search for software developers.