Designing Machine/Deep Learning Models Using Azure CLI/

Detect Posture Project

Detect Posture Project

We will create a project to build a deep learning model to detect the posture from a given set of features. The posture classes are

  • SITTING
  • STANDING
  • LAYING
  • WALKING
  • WALKING_DOWNSTAIRS
  • WALKING_UPSTAIRS

We have around 538 features, which contain a lot of derived features using parameters like tBodyAcc() and angle(tBodyGyroJerkMean,gravityMean). We will create a TensorFlow model using this project.

The project involves four steps:

  1. Write the training code.
  2. Create a deep learning model.
  3. Write distributed training code.
  4. Create a distributed model.

We are using the Tensorflow library for this project.