With the growth of Convolutional Neural Networks (CNN) for pattern recognition along with the graphics processing unit (GPU) supporting, we can realize the solution to some problems. It means that those problems which thought impossible to solve with Artificial Neural Networks now become computationally practical. Convolutional Neural Networks for Pattern Recognition of Image Data is a learning structure that comprises multiple layers for computations that use convolution operations. The inputs of the system are transformed sequentially, applying the convolution networks into the best enlightening image to solve the existing problems.