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today I want to talk about image manipulation more specifically I want to dive into the fundamentals that allow you to take an image and apply some sort of effect to it this effect can be aesthetic like a blur or sharpen or it can be more for utility as soon in Edge detection algorithms so in this video were going to be implementing our own image manipulation program in Rust pulling Concepts from mathematics and statistics but first this is an already solved problem so why should we care lets go ahead and open up a quick python notebook first we import numpy matplotlib and zv2 then we can go ahead and open up a local image on the computer and display it using matplotlib then we can define a few different kernels to see how they affect our output image the most basic of these are sharpen and gaussian but these kernels can also give some pretty interesting effects like Edge detection 3D embossing effects motion blur and my personal favorite Edge detection while these fancy libraries fr