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  • Smilegate
  • Seongnam, Gyeonggi, Korea

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mrsyee/README.md

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👋 Welcome! I'm Kyunghwan Kim.

  • Machine Learning Engineer and Software Developer
  • 📫 How to reach me khsyee@gmail.com

🔭 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

MrSyee

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  1. SAM-remove-backgroundSAM-remove-backgroundPublic

    Extract objection and remove background application using Segment Anything Model(SAM).

    Python 109 7

  2. medipixel/rl_algorithmsmedipixel/rl_algorithmsPublic

    Structural implementation of RL key algorithms

    Python 517 63

  3. Curt-Park/rainbow-is-all-you-needCurt-Park/rainbow-is-all-you-needPublic

    Rainbow is all you need! A step-by-step tutorial from DQN to Rainbow

    Python 2k 353

  4. pg-is-all-you-needpg-is-all-you-needPublic

    Policy Gradient is all you need! A step-by-step tutorial for well-known PG methods.

    Jupyter Notebook 1k 127

  5. pokemon_story_generatorpokemon_story_generatorPublic

    양재 AI 실무자 교육 6조 프로젝트

    Jupyter Notebook 21 8

  6. dl_appsdl_appsPublic

    책 "쓸모있는 AI 서비스 만들기"에서 소개하는 예제들을 정리한 레포

    Jupyter Notebook 9 14