About this Professional Certificate
Modeling data is the way we – scientists – believe that information should be explained and handled. Indeed, models play a central role in practically every task in signal and image processing. Sparse representation theory puts forward an emerging, highly effective, and universal such model. Its core idea is the description of the data as a linear combination of few building blocks – atoms – taken from a pre-defined dictionary of such fundamental elements.
This Professional Certificate program will introduce you to the field of sparse representations, starting with its theoretical foundations, and systematically present its key achievements. We will touch on theory, numerical algorithms, and applications in image processing.
The tools and algorithms presented in this program are state-of-the art in these fields, and relevant to many applications and needs, covering signal/image restoration, segmentation, sampling, compression, recognition, anomaly detection, separation, and more.
This program is relevant to algorithm developers in machine learning and data mining. The tools learned will help developers be more effective in revealing hidden structures of given data, which is valuable for classification, clustering, stock market prediction, and more.
What you'll learn
- Fundamental theoretical contributions of sparse representation theory.
- The importance of models in data processing.
- Dictionary learning algorithms and their role in using this mode.
- How to deploy sparse representations to signal and image processing tasks.
From | IsraelX, Technion via edX |
---|---|
Hours | 50 |
Instructors | Michael Elad, Yaniv Romano, Michael Elad, Alona Golts |
Language | English |
Subjects | Data Science Mathematics |
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Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Image Specialist 1 $43k
Image Clerk $43k
Image Contributor $53k
Advanced Image Processing Spec $57k
Image Specialist 3 $57k
Image Processing Software Engineer $59k
Image Processing Algorithm Engineer $66k
Image Processing/Computer Vision Specialist TS/SCI $69k
Image Management $71k
SME - Image Signal Processing Pipeline $71k
Advanced Image Processing Specialist $77k
Image-Signal Processing Engineer $80k
Courses in this Professional Certificate
Listed in the order in which they should be taken
Starts | Course Information | |
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On Demand |
Sparse Representations in Signal and Image Processing: Fundamentals (You were viewing this course) This course introduces the fundamentals of the field of sparse representations, starting with its theoretical concepts, and systematically presenting its key achievements. We will... edX | IsraelX, Technion |
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On Demand |
Sparse Representations in Image Processing: From Theory to Practice This course is a follow-up to the first introductory course of sparse representations. Whereas the first course puts emphasis on the theory and algorithms in this field, this... edX | IsraelX, Technion |
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&
From | IsraelX, Technion via edX |
---|---|
Hours | 50 |
Instructors | Michael Elad, Yaniv Romano, Michael Elad, Alona Golts |
Language | English |
Subjects | Data Science Mathematics |
Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Image Specialist 1 $43k
Image Clerk $43k
Image Contributor $53k
Advanced Image Processing Spec $57k
Image Specialist 3 $57k
Image Processing Software Engineer $59k
Image Processing Algorithm Engineer $66k
Image Processing/Computer Vision Specialist TS/SCI $69k
Image Management $71k
SME - Image Signal Processing Pipeline $71k
Advanced Image Processing Specialist $77k
Image-Signal Processing Engineer $80k
Similar Courses
Sorted by relevance