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Classification Model for CIFAR10 Dataset

Example images of CIFAR10 dataset of which contains 50,000 32×32×3 training images of 10 classes; Airplane, Automobile, Bird, Cat, Deer, Dog, Frog, Horse, Ship and Truck.

cfar-10

Here I have trained a Linear Classifier, 2 Layer Fully Connected NN and a CNN model to classify images in CIFAR-10 dataset.

Trained Weights of the Linear Classifier

weights

Resulted training and testing losses and accuracies for the Linear Classifier model

lc

Comparison of 2 Layer Fully Connected Neural Network with and without using Stochastic Gradient Descent

sgd

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Results for several classification models.

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