Convolutions and Variants

This repository is in conjunction with the post "Convolution and Variants - Predictive Programmer". The post discuss the working of following convolution variants.

Excel Files

1. Simple Convolutions
2. 1x1 Conv
3. Depthwise Separable Conv
4. Transposed Convolution

Simple Convolution

A step by step guide to how a simple convolution works visit here

1x1 Convolutions

Want to learn how and why 1x1 convs used? Visit here

Depth-wise Separable Convolutions

Want to know what works behind a MobileNet? Visit here

Transposed Convolution

How to perform an operation to upsample an input volume? Learn here