Gentle Dive into Math Behind Convolutional Neural Networks

Autonomous driving, healthcare or retail are just some of the areas where Computer Vision has allowed us to achieve things that, until recently, were considered impossible. Today the dream of a self driving car or automated grocery store does not sound so futuristic anymore. In fact, we are using Computer Vision every day -- when we unlock the phone with our face or automatically retouch photos before posting them on social media. Convolutional Neural Networks are possibly the most crucial building blocks behind this huge successes. This time we are going to broaden our understanding of how neural networks work with ideas specific to CNNs.