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A set of tools to assist with the analysis and preprocessing of the Dynamic Digit dataset

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Dynamic Motion Data Tools

A set of tools to assist with the analysis and preprocessing of the Dynamic Motion Dataset

Requirements:

  • Data v1.0+
  • Python 3
  • Python Libraries:
    • numpy
    • pandas
    • matplotlib
    • pickle
    • json

Repository Layout:

  • data/: modules related to interfacing with the dataset
  • utils/: support functions and modules. they provide abstractions to simplify the main code.
    • plot.py: functions for plotting data
    • preprocessing.py: functions for preprocessing digit data
    • evaluation.py: functions for evaluating trained models
    • decorators.py: defines a python decorator used by preprocessing.py to give functions descriptions which are saved to a summary file
  • models/: different DNN models to train and evaluate
  • learn/: python scripts that run different sets of tasks for this project, like data loading and training and testing. These are the main scripts
  • misc/: misc code snippets
  • notebooks/: jupyter notebooks. this is similar to the learn folder, but uses jupyter instead
  • files/: non code files
    • checkpoints/: saved models and their descriptions
    • dataset/: the dataset files that we load, train, and evaluate on
    • tflogs/: tensorboard log files

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A set of tools to assist with the analysis and preprocessing of the Dynamic Digit dataset

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