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Snoop, the Dog Breed Identifier

I trained this Dog Breed Identification machine learning model as part of the Complete Machine Learning and Data Science course from Zero to Mastery Academy, taught by Daniel Bourke and Andrei Neagoie.

Screenshot 2023-10-24 at 9 21 22 AM

Upload an image of a dog and identify its breed

Screenshot 2023-10-24 at 9 21 47 AM

Compare the model's accuracy on multiple images


Tools Used for this Project

  • Python
  • Jupyter Notebooks & Google Colab
  • Transfer learning using TensorFlow & TensorFlow Hub
  • Keras
  • NumPy
  • Pandas
  • Scikit-Learn
  • Matplotlib
  • Seaborn

Things to Improve

  • Further tune the model to reduce possibility of overfitting
  • Create a user-friendly UI using Streamlit so users can upload their images and view the dog breed
  • Refactor the code to improve functionalization

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