Understanding deep Convolutional Neural Networks with a practical use-case in Tensorflow and Keras

As you can see, we have a variety of images. They all are in different resolutions. Cats and dogs are in different shapes, positions, colors. They may be sitting, they may not. They may be happy or sad.