Download

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