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workout-training-using-ml

This repository contains the implementation of the research paper, "Qualitative activity recognition of weight lifting exercises"

Dataset

  • The dataset was collected by the authors as described in the paper[1].

Requirements

Python

Install the required libraries through command line

pip3 intsall -r requirements.txt

Installation

Clone this repository: git clone https://github.com/manvimadan12/workout-training-using-ml.git or click Download ZIP in right panel of repository and extract the code

Results

  • Variable importance of factors that determine the quality of the movement while working out

Variable Importance chart from random forest classification algorithm

References

  1. Velloso, E., Bulling, A., Gellersen, H., Ugulino, W. and Fuks, H., 2013, March. Qualitative activity recognition of weight lifting exercises. In Proceedings of the 4th Augmented Human International Conference (pp. 116-123).