Demystifying the math and implementation of Convolutions: Part I.

2019-03-26

A deep dive into convolutions, how they work and how to implement them in python. ... Read More

Demystifying the math and implementation of Convolutions: Part II.

2019-03-31

Part 2 of the series, we will discuss how to improve the performance of our convolution implementation using vectorization and matrix multiplication. ... Read More

Demystifying the math and implementation of Convolutions: Part III.

2019-04-03

In this part, we will discuss how to implement convolutions over 3D matrices, such as RGB images. We will also discuss how to optimize the code using im2col and vectorization. ... Read More