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Image Data Augmentation with Keras
Using Image Data Generator with a Keras Model
In this 1.5-hour long project-based course, you will learn how to apply image data augmentation in Keras. We are going to focus on using the ImageDataGenerator class from Keras’ image preprocessing package, and will take a look at a variety of options available in this class for data augmentation and data normalization. Since this is a practical, project-based course, you will need to prior experience with Python programming, convolutional neural networks, and Keras with a TensorFlow backend. Data augmentation is a technique used to create more examples, artificially, from an existing dataset. This is useful if your dataset is small and you want to increase the number of examples. Data augmentation can often solve over-fitting so that your model generalizes well after training. For images, a variety of augmentation can be applied to increase the number of examples. 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.
Deep Learning
Convolutional Neural Network
Machine Learning
image augmentation
keras
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Introduction and Importing Libraries
Rotation
Width and Height Shifts
Brightness
Shear Transformation
Zoom
Channel Shift
Horizontal and Vertical Flips
Data Normalization
Rescale and Preprocessing Function
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
by GC
May 4, 2020such a great platform to study a whole new field of argumentation.
by MS
Aug 4, 2020This course provided a solid understanding of data augmentation for images and how to implement it using Keras!
by JD
May 29, 2020Its really amazing. The project guide was really amazing. He was explaning clearly with good pause such that I generated new ideas necessary ideas needed for my future goals!!
by DY
Jun 19, 2020Mostly it covered well whatever was mentioned but there can some improvements
By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
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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.
You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.
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