This text is part 31 of “Hivan’s AI Compendium — AI Core Foundations”
Hiya, I’am Hivan.
Within the earlier lesson, we realized about convolution and pooling. However how precisely does convolution kind a convolutional neural community? Let’s talk about that on this lesson.
The whole convolution operation entails performing convolution, adopted by pooling, then extra convolution, which progressively reduces the scale of the picture. After pooling, the options grow to be smaller and smaller, till we attain a vital layer referred to as the absolutely linked layer.
The bar charts on the again signify the linear transformation of the absolutely linked layer.
First, the picture is convolved and pooled, lowering it to a smaller, higher-level characteristic…