- Overview of This Field and This Course
- Discussion – Modeling Data
- Mathematical Warm-Up
- Quiz 1
- Seeking Sparse Solutions
- Quiz 2
Expert
Online
5 Weeks
Free
Quick facts
particular | details | ||
---|---|---|---|
Medium of instructions
English
|
Mode of learning
Self study
|
Mode of Delivery
Video and Text Based
|
Learning efforts
5-6 Hours Per Week
|
Course and certificate fees
Type of course
certificate availability
certificate providing authority
certificate fees
The syllabus
Section 1: General Introduction
Section 2: First Steps into Sparse Representations – Uncertainty & Uniqueness
- Theoretical Analysis of the Two-Ortho Case
- Quiz 3
- Theoretical Analysis of the General Case
- Quiz 4
Section 3: Pursuit Algorithms - Practice and Theory
- Greedy Pursuit Algorithms – The Practice
- Relaxation Pursuit Algorithms
- Quiz 5
- Mid Project
- Guarantees of Pursuit Algorithms
- Quiz 6
Section 4: From Exact to Approximate Sparse Solutions
- From Exact to Approximate Sparse Solutions
- Quiz 7
Final Project
- Final Project
Section 5: Theoretical Study of the Approximate Pursuit Problem
- Analyzing the Approximate Pursuit Problem
- Quiz 8
Section 6: Course Summary and a Glimpse to the Future
- Course Summary and What Next
- Discussion
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