dazcona/dogs-vs-cats-vs-pandas

CNN to distinguish dogs 🐶 vs cats 🐱 vs pandas 🐼

Dogs vs Cats vs Pandas

Classification model to distinguishing images of dogs 🐶 vs cats 🐱 vs pandas 🐼

Dog	Cat	Panda

Dataset

Images of dogs, cats and pandas

Dogs	Cats	Pandas
1,000	1,000	1,000

Sources:

• Dogs and Cats from: Kaggle's dogs vs cats
• Pandas from: ImageNet and downloading them manually from URLs

(env) $ python src/download_images_from_url.py -a panda

Technologies

• numpy
• pandas
• matplotlib
• scikit-learn
• pillow
• keras
• tensorflow
• jupyter

Deployment

Virtual Environment using Bash

1. Creation of a virtual environments done by executing the command venv
2. Command to activate virtual environment
3. Install dependencies
4. List the libraries installed on your environment
5. Do your work!
6. When you are done, the command to deactivate virtual environment

$ python3 -m venv env/
$ source env/bin/activate
(env) $ pip install -r requirements.txt
(env) $ pip freeze
(env) $ ...
(env) $ deactivate

Resources

• Deep Learning for Computer Vision with Python by Dr. Adrian Rosebrock: https://www.pyimagesearch.com/deep-learning-computer-vision-python-book/