LightSpeed Intro to ConvNets
LightSpeed intro to ConvNets ________________________________________________ Unless you're experienced or have read the LightSpeed intro to DL, please see here before reading this. --------------------------------------------------------------------------------- In this post, you'll learn about- What are Convolutions? Why Convolutions work great (optional) Keras and TensorFlow (compulsory) How to make a Neural Network that can classify pictures depending on objects! What are ConvNets? Now, what are ConvNets ? They are Neural Networks having Convolutions. Okay, so what are Convolution s ? Convolutions, informally, are mathematical functions. Now, to convolve the above matrices, we take the second smaller matrix, then we imprint it on the first possible 2 by 2 chunk of the other as shown below. So, this will be the first value in the output matrix- = (4*1) + (2*0) + (0*0) + (3*1) = 7 Similarly, you may be able to calculate that the next ...
