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    Sparse Representations in Signal and Image Processing Fundamentals

    BY
    IsraelX , Technion - Israel Institute of Technology via Edx

    Brochure Enquire
    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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