
Heechan Kim

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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 2020The 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 2020Senior Software Engineer
Mar 2014 - Dec 2017Senior Software Engineer
Jan 2010 - Dec 2016Software Engineer
Jan 2008 - Dec 2009Software Engineer
Mar 2003 - Dec 2007

NexStar Technology
Jan 2021 - Oct 2021Vision 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 2021Executive Director
Jan 2021 - Jul 2021
.webp)
Amazon Web Services (AWS)
Oct 2021 - Dec 2023Senior 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 - nowHead of AI & CloudDevelopment 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- View certificate

Tensorflow Developer Certificate
구글Dec 2020 .webp)
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 UniversityOct 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
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