Data-analytics-project-2

This is project I have worked on for my Essentials of Data Analytics Project. In this, using R programming. I have developed models to check whether a person is wearing mask or not.

Data Pre-Processing

Using R programming, I have divided my dataset into Train, Test and Validation. Afterwards, I have used Image Processing concepts to convert images into grayscale and reducing them to standard size of (150, 150, 1).

Model Implementations

I have worked on this before as well, but here I have used concepts of Deep Learning and used Pre-trained models to develop the model. I have used ImageNet for transfer learning. I have used following optimizers in the code:

• adam Optimizer
• rms prop Optimizer

Following pre-trained models have been implemented:

• VGG16
• ResNet50
• InceptionV3
• Xception

To know more about the models, Click Here

Results

Models developed with Adam Optimizer:

Models developed with Rms_prop Optimizer: