Python or R for Data Analysis: Which Should You Learn?
February 4, 2025
Article
(11 reviews)
Recommended experience
Intermediate level
Prior programming experience in Python and basic pytorch. Theoretical knowledge of Convolutional Neural Network and Training process (Optimization)
(11 reviews)
Recommended experience
Intermediate level
Prior programming experience in Python and basic pytorch. Theoretical knowledge of Convolutional Neural Network and Training process (Optimization)
fine tune EfficientNet Model
build a simple trainer to train the model
Add to your LinkedIn profile
Only available on desktop
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.
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Configurations
Image Transformation and Load Dataset
Load dataset into batches
Fine Tuning EfficientNet Model
Build a Simple Trainer
Training Model
Plot Results
Prior programming experience in Python and basic pytorch. Theoretical knowledge of Convolutional Neural Network and Training process (Optimization)
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Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
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Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.
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