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  • Smilegate
  • Seongnam, Gyeonggi, Korea

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MrSyee/README.md

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πŸ‘‹ Welcome! I'm Kyunghwan Kim.

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

πŸ”­ 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

Β MrSyee

Pinned Loading

  1. SAM-remove-background SAM-remove-background Public

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

    Python 88 6

  2. medipixel/rl_algorithms medipixel/rl_algorithms Public

    Structural implementation of RL key algorithms

    Python 511 63

  3. Curt-Park/rainbow-is-all-you-need Curt-Park/rainbow-is-all-you-need Public

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

    Jupyter Notebook 1.9k 334

  4. pg-is-all-you-need pg-is-all-you-need Public

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

    Jupyter Notebook 860 119

  5. pokemon_story_generator pokemon_story_generator Public

    μ–‘μž¬ AI μ‹€λ¬΄μž ꡐ윑 6μ‘° ν”„λ‘œμ νŠΈ

    Jupyter Notebook 22 9

  6. dl_apps dl_apps Public

    μ±… "μ“Έλͺ¨μžˆλŠ” AI μ„œλΉ„μŠ€ λ§Œλ“€κΈ°"μ—μ„œ μ†Œκ°œν•˜λŠ” μ˜ˆμ œλ“€μ„ μ •λ¦¬ν•œ 레포

    Jupyter Notebook 6 6