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Dog Breed Detection Project

Problem Definition

Create a classifier capable of determining a dog's breed from a photo using Tensorflow.

Data

Data comes from Kaggle's Dog Breed Identification competition. You are provided with a training set and a test set of images of dogs. Each image has a filename that is its unique id. The dataset comprises 120 breeds of dogs. The goal of the competition is to create a classifier capable of determining a dog's breed from a photo.

  • train.zip - the training set, you are provided the breed for these dogs
  • test.zip - the test set, you must predict the probability of each breed for each image
  • sample_submission.csv - a sample submission file in the correct format
  • labels.csv - the breeds for the images in the train set

Evaluation

Submissions are evaluated on Multi Class Log Loss between the predicted probability and the observed target.

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