Heechan Kim

Heechan Kim

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location of Heechan KimHwaseong, Gyeonggi, South Korea

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  • Timeline

  • About me

    Head of AI & Cloud at OpenSG | Ex-Amazon | Ex-Samsung | Manufacturing Intelligence

  • Education

    • 성균관대학교

      -
      Master's degree Deep Learning, Computer Vision
    • 성균관대학교

      -
      Bachelor's degree Mechanical Engineering
  • Experience

    • Samsung Electronics

      Mar 2003 - Sept 2020

      The Leader & Developer of Various Manufacturing Intelligent Projects - Vision Inspection based on Deep Learning (Classification, Object Detection, Anomaly Detection)- Real-time Production/Operation Anomaly Detection and Anomaly Cause Tracking- Equipment Fault Diagnosis and Prediction Integrated Control System of Autonomous Mobile Logistics Robots- Path Planning, Job Scheduling & Traffic Control- Real-Time Monitoring The Leader & Developer Monitoring & Analysis Information Projects for the Various Manufacturing Lines- Real-time Equipment Performance Monitoring- Real-time Continuous Defect Detection- Defect Statistics and Cause Tracking The Developer of the Equipment Control software Platform- Loosely Coupled Design through the Dependency Injection Container (Spring.NET)- Equipment Standard UX/UI The Developer of the Equipment Control Software of the Samsung LCD 6,7,8 generation- LCD Transfer Robot Scheduling & Control- LCD Standard Communication I/F (HSMS)

      • Principal Software Engineer

        Mar 2017 - Sept 2020
      • Senior Software Engineer

        Mar 2014 - Dec 2017
      • Senior Software Engineer

        Jan 2010 - Dec 2016
      • Software Engineer

        Jan 2008 - Dec 2009
      • Software Engineer

        Mar 2003 - Dec 2007
    • NexStar Technology

      Jan 2021 - Oct 2021

      Vision Inspection System Development using Deep Learning and Computer Vision- Development of various vision inspection task algorithms using AI technology- Deep Learning Engine for the Inspection PC based on Windows 3D AOI(Automated Optical Inspection) Application Software Development Leader & Developer- Software Architecture Design- UX Platform Development (WPF, C#, Prism Fx, Entity Fx)

      • Executive Director

        Oct 2020 - Oct 2021
      • Executive Director

        Jan 2021 - Jul 2021
    • Amazon Web Services (AWS)

      Oct 2021 - Dec 2023
      Senior AI/ML Consultant (Data Scientist)

      Sales Forcasting with MLOps for Top Tier Retail Company in Korea- Amazon Forecasting, Sagemaker & CI/CD PipelinesGenerative AI - Initiative, Development based on various Generative AI Foundation Models (text, image, multi modal)- Fine tuning, Prompt Engineering, LangChain

    • OpenSG Corp.

      Dec 2023 - now
      Head of AI & Cloud

      Development of a Cloud-based SaaS Solution for Manufacturing Line Logistics Simulation Services- Multi Tenant Architecture, Docker Container Orchestration, CI/CD pipelineDevelopment of AI-based Intelligent Logistics Transport Robot Scheduling Technology-Reinforcement Learning, Optimization

  • Licenses & Certifications

    • Introduction to Tensorflow for Artificial Intelligence, Machine Learning, and Deep Learning

      Coursera
    • Tensorflow Developer Certificate

      구글
      Dec 2020
      View certificate certificate
    • AWS Certified Solutions Architect - Associate

      Amazon Web Services (AWS)
      Jan 2022
    • Structuring Machine Learning Projects

      Coursera
    • Neural networks and deep Learning

      Coursera
    • Kanban Management Professional (KMP)

      Kanban University
      Oct 2022
    • Natural Language Processing in Tensorflow

      Coursera
    • Sequence, Time Series and Prediction

      Coursera
    • Convolutional Neural Networks

      Coursera
    • Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

      Coursera