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joonb14/README.md

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 Surveillance Camera

    • Architecture Diagram
    • Dataset pipeline using 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
  • Pinned Loading

    1. LibuvGameServer LibuvGameServer Public

      Simple C++ game server on linux using libuv for TCP connection.

      C++ 1

    2. Android-FaceRecognition Android-FaceRecognition Public

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

      Java 20 3

    3. FaceBird FaceBird Public

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

      Java 2

    4. GAZEL GAZEL Public

      Gaze Estimation Framework with Android Firebase

      Java 25 7