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Shih-Yao (Mike) Lin
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Shih-Yao (Mike) Lin
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  • PUBLICATIONS
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    • PUBLICATIONS

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Tools

  • Data processing tool

  • Face blurring

  • Data parsing scripts for "Large-scale Multiview 3D Hand Pose Dataset"

  • Script for estimating 2D human pose from RGB images by using Openpose

  • Preprocessing scripts for pose estimation

  • 3D human pose Inference from RGB images by using the approach of Zhou et al. (ICCV’17)

  • TFlite pose estimation on WebCam (python)

  • knowledge-distillation-pytorch (It is heavily borrowed from the Repo implemented by Haitong Li. I fix some bugs such that it can run on the latest PyTorch framework)

  • Mediapipe

  • Motion Analysis with Mediapipe

  • Keypoint-based Hand Segmentation

Database

  • CITI-DailyActivities 3D dataset

Practice

  • Build Neural Network from Scratch using Python


Reference

ML System Design

  • Grokking the Machine Learning Interview [note]

  • Minimum Viable Study Plan for Machine Learning Interviews

  • Introduction to Machine Learning Interviews Book

    • microservice

    • load balancer

    • cached

System Design

  • Grokking the System Design Interview



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