Image Recognition

Problem Description and Data

The Image Recognition problem uses the Cats vs Dogs dataset, which can be downloaded here. Save the dataset in a folder and let’s start coding.

Check also here for a presentation on this problem.

Problem Solution

Solution using Convolutional Neural Network

• Training a Convolutional Neural Network
• Trained Model
• Testing the Model

Solution using Bottleneck Features on VGG16

• Pretrained VGG16
• Training the Network
• Extracted Bottleneck Features
• Trained Model
• Testing the Model

Exercise

Can we perform the same analysis for multi-class Image Recognition?

Use the excerpt from the CIFAR10 dataset that is available here.

Try this before you check the solution (training, trained model, and testing) and the VGG16 solution (training, bottleneck features, trained model, and testing).

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