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Atec installation management application using SmartMaker
atec_install_management's Introduction
๐ Welcome! I'm Kyunghwan Kim.
Machine Learning Engineer and Software Developer
๐ซ How to reach me [email protected]
๐ญ Iโm currently working on
Smilegate (Oct 2023 ~ Present)
Working on AI API service using generative models.
Annotaion AI (Aug 2022 ~ Aug 2023)
Working on API service for image processing features based on deep learning models.
Implemented applications of state-of-the-art computer vision foundation models.
Served fast and scalable ML model w/ Triton.
Deployed ML inference service w/ Docker and Kubernetes.
Onepredict (Jun 2021 ~ Aug 2022)
Worked on defect or deterioration detection monitoring service based on signal data analysis(w/ ML) for motors of industrial equipment.
Implemented API server to provide diagnostic algorithms and ML model results in real-time.
Constructed and deployed the entire service using AWS ECS, EC2 LoadBalancer, Route53, and CloudFormation.
Medipixel (Jan 2019 ~ Jun 2021)
Worked on an automatic surgical manipulator project with Deep Reinforcement Learning methods.
Implemented core deep-RL algorithm to control the robot for moving guidewire.
Implemented system pipeline including a pre-processed image from X-ray video(CAG), neural network models for actions of the robot, and communication to control the robot.
Python, Golang
API service w/ Deep learning model.
ML/DL modeling: Computer Vision, Reinforcement Learning, NLP
Co-working with git
Soft-skils: Mentoring, Managing Team
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