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Hi there 👋

I received the M.Sc. degree in 2021 from Yonsei University, Seoul, Korea. Currently interested in designing MLOps architecture with IaC especially AWS CDK.
My CV

Aug : Location-based AR SNS

#AWS #CDK #Serverless #Event-driven #IOS #AR

MLOps

#AWS #CDK #MLOps #AI #CCTV

  • MLOps for AI CCTV

    • Architecture Diagram
    • Dataset management with AWS Fathom(co-developing service with SKT)
    • Design & implement train, inference, conversion, deploy pipeline
    • Video streaming & image content delievery
    • Semantic image search
    • AWS CDK(IaC) for deploying AWS resources.
  • Radio tower anomaly detection with drone images

    • Design serverless architecture for batch inference pipeline.
    • AWS CDK(IaC) for deploying AWS resources.

Libuv Game Server

#linux #libuv #C++ #C# #Unity

  • LibuvGameServer
    • On Ubuntu 18.04, using libuv for TCP connection.
    • Based on libuv's event loop, Network IO is single threaded.
    • [Bug] Segmentation Fault after continuous Disconnection and Connection.
  • LibuvGameServerClients
    • Dummy Client is based on C# .NET framework
    • Client is based on Unity
    • Demo avaiable here

Realtime Pose Estimation with Unity 3D Avatar

#mediapipe #blazepose #Unity #3D #C# #Android

  • BlazePoseWithUnity
    • Only has Demo and brief description of project due to confidential rights

Face Detection & Recognition

#Face Recognition #Android #Firebase ML Kit #TensorFlow 2.0 #TensorFlow Lite #Java #Python

  • JHFace

    • Face recognition training & testing framework implemented with TensorFlow 2, Keras
    • Supported backbones: MobileNet, MobileNetV2, InceptionResNetV2, InceptionV3, ResNet50, ResNet50V2, ResNet101V2, MnasNetA1, MnasNetB1, MnaseNetSmall, NASNetLarge, NASNetMobile, Xception, MobileNetV3Large, MobileNetV3Small, EfficientNetLite0 ~ Lite6, EfficientNetB0 ~ B7
    • Supported losses: ArcFace, CosFace
  • Android-FaceRecognition

    • Is runtime face identification on Android device. I used IJB-C dataset for testing labels.
  • FaceBird

    • Is game applicaiton which utilize ML Kit for controlling the bird with rotating Face

Gaze Tracking (Eye Tracking)

#Gaze Tracking #Android #Firebase ML Kit #TensorFlow Lite #PerCom 2021 #GAZEL #Java #Python

TensorFlow Lite Python

#TensorFlow Lite #Python #Interpreter

Power Management

#Mobile #PM #flask #svm #dark mode

Works on optimizing Mobile device battery
  • Energy_Aware_UI_Design_Tool_ver2
  • Energy_Aware_UI_Design_Tool
  • Power_Usage_of_Pixel_XL_SVM_modeling
  • Python3_Image_Clustering
  • Python3_Monsoon_ADB
  • Works used to log iBeacons
  • iBeaconLogging
  • Visualization on Web-browser

    #HighCharts.js #Go.js #flask #csv #Web browser

    Visualizing Charts
  • Flask_Dynamic_Chart
  • CSV_to_Highcharts
  • JoonBeom Park's Projects

    android-facerecognition icon android-facerecognition

    Face Recognition (Identification) for Android Devices. Used Firebase ML Kit Face Detection for detecting faces, then applied arcface MobileNetV2 model for recognition

    ecs-blueprints icon ecs-blueprints

    Configure and deploy complete ECS solutions with Terraform or CDK

    facebird icon facebird

    Is game applicaiton which utilize ML Kit for controlling the bird with rotating Face

    gazel icon gazel

    Gaze Estimation Framework with Android Firebase

    jhface icon jhface

    Face Recognition training and testing framework with tensorflow 2.0 based on the well implemented arcface-tf2. Changes are added to provide tensorflow lite conversion, and provide additional backbones, loss functions.

    mlkitfacedetection icon mlkitfacedetection

    stripped only Face Detection part out of vision quick start sample of Firebase ML Kit

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