Pneumonia Classification using PyTorch

External: Coursera Courses ↗ · Coursera

Open Course on External: Coursera

Free to audit · Opens on External: Coursera

Pneumonia Classification using PyTorch

Coursera · Intermediate ·🧬 Deep Learning ·3mo ago

Key Takeaways

Classifies pneumonia using PyTorch with the EfficientNet model on a Chest X-Ray dataset

Original Description

In this 2-hour guided project, you are going to use EfficientNet model and train it on Pneumonia Chest X-Ray dataset. The dataset consist of nearly 5600 Chest X-Ray images and two categories (Pneumonia/Normal). Our main aim for this project is to build a pneumonia classifier which can classify Chest X-Ray scan that belong to one of the two classes. You will load and fine tune the pretrained EffiecientNet model and also to create a simple pytorch trainer to train the model. In order to be successful in this project, you should be familiar with python, convolutional neural network, basic pytorch. This is a hands on, practical project that focuses primarily on implementation, and not on the theory behind Convolutional Neural Networks. Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.
Watch on External: Coursera ↗ (saves to browser)
Sign in to unlock AI tutor explanation · ⚡30

Related AI Lessons

Want to get started with deep learning
Get started with deep learning by leveraging resources like Andrew Karpathy's playlist and frameworks such as TensorFlow or PyTorch
Reddit r/deeplearning
Building a Deepfake Detector From Scratch — What Nobody Tells You
Learn to build a deepfake detector from scratch and understand the challenges involved in detecting AI-generated fake media
Medium · Deep Learning
Unfolding the Meandering Path: High-Dimensional Invariance and the Flat 2D Plane of Neural…
Learn about high-dimensional invariance and its relation to the flat 2D plane of neural networks, and how to apply these concepts to improve model performance
Medium · Deep Learning
Implementing Neural Style Transfer from Scratch: The Project That Started It All
Learn to implement Neural Style Transfer from scratch and understand its significance in deep learning
Medium · Deep Learning
Up next
Image Classification with ml5.js
The Coding Train
Watch →