Learn to Build and Train the Convolutional Neural Network using Keras with Tensorflow as Backend
Learn to Visualize Data in Matplotlib
Learn to make use of the Trained Model to Predict on a New Set of Data
In this 1 hour long project-based course, you will learn to build and train a convolutional neural network in Keras with TensorFlow as backend from scratch to classify patients as infected with COVID or not using their chest x-ray images. Our goal is to create an image classifier with Tensorflow by implementing a CNN to differentiate between chest x rays images with a COVID 19 infections versus without. The dataset contains the lungs X-ray images of both groups.We will be carrying out the entire project on the Google Colab environment. Please be aware of the fact that the dataset and the model in this project, can not be used in the real-life. We are only using this data for educational purposes. By the end of this project, you will be able to build and train the convolutional neural network using Keras with TensorFlow as a backend. You will also be able to perform data visualization. Additionally, you will also be able to use the model to make predictions on new data. You should be familiar with the Python Programming language and you should have a theoretical understanding of Convolutional Neural Networks. You will need a free Gmail account to complete this project. 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:
Introduction & Import Libraries
Clone and Explore Dataset
Data preprocessing and Augmentation
Build a Convolutional Neural Network (CNN)
Compile and Train the Model
Prediction on New Data
Your workspace is a cloud desktop right in your browser, no download required
In a split-screen video, your instructor guides you step-by-step
It was a very good and practical project. The subject was completely related to the current situation and I really liked this project.
It is a useful project. However, the instructor speaks too fast with an accent and I couldn't catch up with her explanations.
best guided project I have taken at Coursera so far. well explained.
By far the best 'guided project' I have ever come across.
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Can I complete this Guided Project right through my web browser, instead of installing special software?
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