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Experiences

Deep Learning Researcher

2023/07 - Current
(주)에프에스솔루션 (FS Solution)

Research Assistant

2018/12 - 2023/02
강원대학교 컴퓨터비전/의료영상처리연구실

Projects

ADAS (Advanced Driver Assistance System) 솔루션 양산 차량 부착된 전/후방 카메라 영상 기반 안전 운전 보조 및 경고(알람) 시스템 개발/테스트/양산

Key: Embedded Linux, C, Docker, C++, TensorRT, PyTorch

DMS (Driver Monitoring System) 솔루션 개발 과제 IR 카메라 기반 운전자 및 동승자 상태 및 행동 분석(DMS) 시스템

Key: Python, C++, NVIDIA Jetson, TensorRT, PyTorch

인공지능 공공 안전관제 시스템 객체 탐지 및 추적 알고리즘 기반의 공공안전 관제 시스템

Key: C++, Deepstream, TensorRT, Spring MVC, PostgreSQL

공장 안전관제 시스템 안전모, 안전장구 탐지 및 미착용 알림 시스템

Key: Jetson Nano, C++, Python, Deepstream, TensorRT, PyTorch

LPCVC 2021 Raspberry Pi 3B+ 내 사람, 공 객체 탐지 및 추적 모델 경량화 대회

Key: Raspberry Pi, C++, Python, PyTorch

Education

Bachelor's Degree of
Computer Comms & Engineering

2015/03 - 2020/08
Kangwon National University

Acquired and deep understandings of Computer Science fields, prepared broad vision of market and tailored various CS Skills.

Master's Degree of
Computer Comms & Engineering

2021/03 - 2023/02
Kangwon National University

Study of various Computer Vision fields, including trending Deep Neural Networks and various Machine Learning techniques.

Publications

Courses and Certificates

KISTI N-Ways to GPU Programming Bootcamp

2022/05
KISTI, NVIDIA, OpenACC GPU Hackathons

Fundamentals of Deep Leearning for Multi GPUs

2022/02
NVIDIA Deep Learning Institute (Instructor Certificate)

KSCI AI for Science Bootcamp

2021/12
KSCI, NVIDIA, OpenACC GPU Hackathons

Fundamentals of Deep Leearning

2021/08
NVIDIA Deep Learning Institute (Instructor Certificate)

OSS Contributions

Public projects available on: [GitHub]
Personal hobby projects available on: [LimeGit]

Model Factory Paper implementations of various deep neural network.
RPi Torchscript Powermeter Raspberry Pi torchscript power consumption evaluation toolkit.
PyTorch Lightning Template PyTorch Lightning training baseline template.
Sparse Label Assignment Paper implementation of "Small-Scale Object Detection Label Reassignment Strategy".
EFINextBoot EFI nextboot select and reboot tool, Refactored.
gst-httpd-1.0 Updated version of GStreamer 0.1 plugin "gst-httpd".
nn-Meter SSH Backend SSH backend plugin of Microsoft's nn-Meter (part of NNI) for Hardware-aware NAS.
SNPE SDK on Docker Qualcomm's Snapdragon Neural Process Engine SDK on Docker.

Skills

Deep Learning

PyTorch

Tensorflow

Programming

Python

Kubernetes

C++

C

System

Ubuntu

Docker