Image_Classification

Note :

Take the math with a grain of salt.

Convolutional Neural Network from scratch using only Numpy in python.

Image Classification Program
Using Cifar-10 database : https://www.cs.toronto.edu/~kriz/cifar.html
Image size is 32 x 32 pixels

Steps :

1 Image processing

   Convert Image to correct size
   Make Image Grayscale

2 PreProcessing

   Make Mean of each Image 0
   Normalize by standard deviation

3 Neural Network Tranining

3.1 Convolution

           18 Kernels in total across 3 convolutional + Relu Layers
           2 Pooling Layers to reduce features for fully connected part

3.2 Fully Connected

           192 features in first layer
           40 features in both hidden layers
           10 classes