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RyoK3N/README.md
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Machine Learning Engineer · Computer Vision · 3D Graphics

Building intelligent systems that understand and interact with the world

PortfolioLinkedInORCIDEmail


About

AI Engineer focused on computer vision, deep learning, and 3D graphics. I build systems that go from research prototype to production — with a particular interest in pose estimation, graph neural networks, and real-time visualization.


Tech

ML / Deep Learning

PyTorchTensorFlowJAXHugging FaceScikit-learnOpenCV

Languages

PythonC++RJuliaSQL

Infrastructure

DockerAWSGCPMLflowDjangoDrogonPistacheFalconFlaskSanicKubernetes


Projects

ProjectDescriptionStack
GTransformerGraph Transformer for human pose estimation using skeletal GNNsPyTorch · GNN · Transformers
MocapViewer3DReal-time 3D/2D motion capture viewer with multi-perspective renderingPython · OpenGL · OpenCV
2DPoseEstimationEnd-to-end pose estimation pipeline with real-time inferencePyTorch · OpenCV
Topic-Modeled CLCurriculum learning via topic modeling for better NN trainingTensorFlow · NLP
CoreML-Keras3Keras 3.x → CoreML conversion pipeline for iOS deploymentKeras · CoreML
Golfbot WizardLMLangChain agent with golf-domain tools — rules, stats, trajectoryOllama · LangChain

Research Experiments

ModelAccuracyF1Status
GTransformer-v395.8%0.961Deployed
PoseNet-Enhanced93.2%0.945Training
Vision-RL-Agent89.5%0.902Experimental
BaselineNet (ResNet-50)87.3%0.888Baseline

Weekly Breakdown

Python 12 hrs 45 mins ████████████░░░░░░░░ 55.2%
C++ 4 hrs 32 mins ████░░░░░░░░░░░░░░░░ 19.7%
Jupyter 3 hrs 15 mins ███░░░░░░░░░░░░░░░░░ 14.1%
Markdown 1 hr 23 mins █░░░░░░░░░░░░░░░░░░░ 6.0%
Other 1 hr 10 mins █░░░░░░░░░░░░░░░░░░░ 5.0%

Stats


Recent Activity

  1. ℹ️ Labeled PR #5 in RyoK3N/Buck_V1

Open to: Research Collaboration · Open Source · ML Engineering Roles · Speaking

"The best way to predict the future is to invent it." — Alan Kay

Pinned Loading

  1. coreml-keras3coreml-keras3Public

    Jupyter Notebook 1

  2. MocapViewer3DMocapViewer3DPublic

    An interactive 3D/2D motion capture visualization tool that allows real-time manipulation of camera perspectives and skeleton pose viewing. This tool provides simultaneous 3D and 2D projective view…

    Python 1

  3. GTransformerGTransformerPublic

    Python 1

  4. 2DPoseEstimation2DPoseEstimationPublic

    Python

  5. AI-ProjectsAI-ProjectsPublic

    Jupyter Notebook

  6. Topic-Modeled-Curriculum-Learning-for-Better-Neural-Network-TrainingTopic-Modeled-Curriculum-Learning-for-Better-Neural-Network-TrainingPublic

    Jupyter Notebook 1