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project for advanced data science class. Uses Tensorflow to classify a breed of dog based on an image.

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austinv211/Dog-Breed-Classifier

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Dog Breed Classifier

Group Members

  • Austin Vargason
  • Klaudia Hernandez
  • Brandon Arevalo

Tasks

  • Research Image recognition in Tensorflow (using Keras in Python)
  • Analyze the dataset
    • in a jupyter notebook load in the dataset and figure out trends or issues in the provided set
    • handling the dataset the tensorflow (possibly normalize using an existing image recognition model)
    • make sure only dogs accepted
  • Normalizing the Dataset
    • Look into possible feature reduction in the dataset
    • how to sort out different images (multiple resolutions, lighting conditions)
    • handling outliers (filtering or modifying)
  • Design the model
    • parameter optimization
    • actual model structure (how many layers, etc.)
  • Performance
    • google collab?
    • running on a GPU (CUDA)?
    • other general optimizations
  • Complete Progress report

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project for advanced data science class. Uses Tensorflow to classify a breed of dog based on an image.

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