Image Representation and Processing
Offered By: Pluralsight
Course Description
Overview
Explore Image Representation and Processing to learn transforming images for AI and computer vision tasks efficiently.
In the digital age, the ability to manipulate and understand images is not just a skill but a necessity, especially in fields like computer vision and generative AI. This course is designed to demystify the complexities of digital images, teaching you the foundational skills needed to prepare and utilize images effectively in various technological applications. In this course, Image Representation and Processing, you'll learn to master the art and science of transforming digital images into actionable data. First, you'll explore the concept of image representations, uncovering how images are digitally constructed and perceived. This knowledge lays the groundwork for understanding how images are processed and manipulated. Next, you'll discover the intricacies of color spaces and image transformations, learning how to manipulate these elements to achieve desired outcomes in image analysis and modification. Finally, you’ll learn how to build an image classifier, a fundamental skill in computer vision, which will enable you to categorize and interpret images automatically. When you’re finished with this course, you’ll have the skills and knowledge of image representation and processing needed to effectively prepare images for computer vision and generative AI models. On top of that, you'll be equipped to tackle real-world problems, from automating image categorization to enhancing image data for advanced AI applications, paving the way for innovative solutions in various industries.
In the digital age, the ability to manipulate and understand images is not just a skill but a necessity, especially in fields like computer vision and generative AI. This course is designed to demystify the complexities of digital images, teaching you the foundational skills needed to prepare and utilize images effectively in various technological applications. In this course, Image Representation and Processing, you'll learn to master the art and science of transforming digital images into actionable data. First, you'll explore the concept of image representations, uncovering how images are digitally constructed and perceived. This knowledge lays the groundwork for understanding how images are processed and manipulated. Next, you'll discover the intricacies of color spaces and image transformations, learning how to manipulate these elements to achieve desired outcomes in image analysis and modification. Finally, you’ll learn how to build an image classifier, a fundamental skill in computer vision, which will enable you to categorize and interpret images automatically. When you’re finished with this course, you’ll have the skills and knowledge of image representation and processing needed to effectively prepare images for computer vision and generative AI models. On top of that, you'll be equipped to tackle real-world problems, from automating image categorization to enhancing image data for advanced AI applications, paving the way for innovative solutions in various industries.
Syllabus
- Course Overview 1min
- Mastering Image Fundamentals 10mins
- From Pixels to Projects: Building Vision with Code 16mins
Taught by
Pratheerth Padman
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