Emre Yoleri

Computer Vision & Robotics Engineer. I build systems that let machines see, and show how they work. Real models, real outputs, real failures.

[Emre Yoleri @emreyoleridev]

Every computer vision model starts with this.

A 3×3 grid slides over the image: multiply 9 pixels, add, one new number.

Big number = edge.

Change the 9 numbers → blur, sharpen, other edges.

A CNN learns thousands of these by itself.

#ComputerVision #DeepLearning #AI

[Emre Yoleri @emreyoleridev]

Your computer has never seen a 7.

It has seen 784 numbers.

28×28 pixels, each one 0 to 255. No shape. No stroke. Just a grid.

My CNN read that grid and said "7" with 99.99% confidence.

Machines don't see. They compute. 👇

#ComputerVision #DeepLearning #AI #MachineLearning