Building a Cat Detector using Convolutional Neural Networks -- TensorFlow for Hackers (Part III)

Have you ever stood still, contemplating about how cool would it be to build a model that can distinguish cats from dogs? Don't be shy now! Of course you did! Let's get going! We have 25,000 labeled pictures of dogs and cats. The data comes from Kaggle's Dogs vs Cats challenge. That's how a bunch of them look like: Let's focus on a specific image.