Pneumonia Detection - Deep Learning Technique Using Chest X-Ray Images

The creation of reliable classification models using deep learning techniques is commonplace in many fields, including the very helpful one of medical diagnosis. Using datasets from the (RSNA), we suggested the CNN model (Convolutional Neural Network) in this research for the categorization of chest X-ray images. Furthermore, the research intends to investigate alternative methods from the previous years' protocols to attain the same RSNA benchmark results with the available computational resources constrained. The research also tries to optimize the use of limited computer resources by experimenting with different approaches from the methodologies that have been used in previous years, using the same RSNA benchmark of 0.32 without any changes to the hyperparameters. Still, the loss is getting smaller over time