mrsyee / k3s

Lightweight Kubernetes

👋 Welcome! I'm Kyunghwan Kim.

• Machine Learning Engineer and Software Developer
• 📫 How to reach me [email protected]

🔭 I’m 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.

🌱 Interests

• 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