This invention aims to design and deploy an artificial intelligence-based pneumonia classifier to improve the reliability of medical imaging through cloud computing and a web interface. The system, based on ResNet18 transfer learning, is trained and tested using the Kaggle chest X-ray dataset. It effectively distinguishes between viral and bacterial pneumonia and compares architectures such as MobileNetV3, EfficientNet, and ConvNeXt to achieve a balanced balance of accuracy and efficiency. The i