Sparse Representations in Signal and Image Processing Fundamentals

BY
IsraelX , Technion - Israel Institute of Technology via Edx

Lavel

Expert

Mode

Online

Duration

5 Weeks

Fees

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

Free

certificate availability

Yes

certificate providing authority

IsraelX

certificate fees

₹11,560

The syllabus

Section 1: General Introduction

  • Overview of This Field and This Course
  • Discussion – Modeling Data
  • Mathematical Warm-Up
  • Quiz 1
  • Seeking Sparse Solutions
  • Quiz 2

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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