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A data science project for a course at Hki uni, image classification with DNN. A group assignment.

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Image Classification Pytorch Models

Introduction to Deep Learning Course, Group Project


Notebooks:

  • training: Trains our models
  • predictions: Loads a saved model and does predictions
  • model_comparisons: Comparisons of our model results and plots of training sessions

src:

  • Source code for our project including:
  • The Model Classes in "models.py"
  • Custom Dataset Class in "dataset.py"
  • Functions to download and set up the data

saved_models:

  • Saved models with best results and metadata from training sessions

Get Started:

  • The code can be run with Conda environment with these libraries:
    • Pytorch
    • Pandas
    • Numpy
    • Matplotlib
  • Alternatively "environment.yml" contains full library list to use with the project

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A data science project for a course at Hki uni, image classification with DNN. A group assignment.

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  • Jupyter Notebook 98.0%
  • Python 2.0%