Pneumonia is a major respiratory illness, and early diagnosis is key. AI can assist by speeding up chest X-ray assessments. In this code-along, we'll build and train a deep learning model to detect pneumonia from lung X-rays, enhancing diagnostic efficiency.
Pneumonia is a serious respiratory illness that requires timely and accurate diagnosis. In this code-along, we’ll build a deep learning model to classify chest X-ray images and distinguish pneumonia cases from normal lungs. By leveraging AI, we can assist radiologists in expediting assessments and improving diagnostic efficiency. You’ll learn how to preprocess medical image data, build a convolutional neural network (CNN) using PyTorch, and train the model to recognize pneumonia patterns. We’ll also explore model evaluation techniques, including accuracy and F1 score, to measure performance. This hands-on project is perfect for those looking to apply deep learning to healthcare and gain practical experience in medical image classification. By the end, you’ll have a trained AI model capable of detecting pneumonia in chest X-rays. Create your own DataLab workbook for this code along: (https://www.datacamp.com/datalab/new?accountType=personal&_tag=workspace&workspaceId=af4aefad-63fe-4ec6-ac95-1c4a3b274166&title=Classifying%20X-Ray%20Images%20using%20Deep%20Learning&visibility=private&openIfExists=true) This course is designed for beginners interested in deep learning and medical AI applications. Basic knowledge of Python and neural networks is required to follow along with the project. This hands-on code-along guides you through every step of building a medical image classifier, from data preprocessing to model evaluation. You’ll follow practical coding exercises and real-world datasets to develop an AI system capable of detecting pneumonia. By the end, you'll have a fully trained model and the skills to apply deep learning to medical imaging tasks. This course is based on Building a X-Ray Image Classifier, by DataLab DataLab and Bernd Schrooten. This course is licensed and distributed by Packt. All rights reserved. Packt is one of the world's most prolific publishers of cutting-edge technical content. For over two decades we've made it our mission to curate and publish the knowledge of only the very best technical experts. We focus on real-world courses that help our customers get the job done, with coverage that extends across a wide range of established and cutting-edge technical topics. If you're an individual or an organisation that embraces learning by doing, Packt is the perfect fit for you.
