About this Course

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Intermediate Level
Approx. 14 hours to complete
English
Subtitles: English
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Intermediate Level
Approx. 14 hours to complete
English
Subtitles: English

Offered by

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École Polytechnique Fédérale de Lausanne

Syllabus - What you will learn from this course

Week
1

Week 1

4 hours to complete

IMAGE PROCESSING

4 hours to complete
8 videos (Total 95 min), 6 readings, 1 quiz
8 videos
4.1.1.b Image manipulations7m
4.1.2 Frequency analysis11m
4.1.3.a 2D Filters6m
4.1.3.b Classic Filters for Images12m
4.1.4.a Image compression14m
4.1.4.b The JPEG compression algorithm16m
Signal of the Day: Moire Patterns12m
6 readings
Welcome to DSP Four!10m
Introduction5m
Introduction3m
Introduction2m
Introduction5m
Practice Homework10m
1 practice exercise
Homework for Module 4.11h
Week
2

Week 2

8 hours to complete

DIGITAL COMMUNICATIONS AND ADSL

8 hours to complete
14 videos (Total 100 min), 10 readings, 1 quiz
14 videos
4.2.1.b The analog channel constraints8m
4.2.1.c The design problem3m
4.2.2.a Upsampling7m
4.2.2.b Fitting the transmitter spectrum4m
4.2.2.c Noise and probability of error7m
4.2.2.d PAM and QAM11m
4.2.3.a Modulation and demodulation7m
4.2.3.b Design example5m
4.2.3.c Receiver design6m
4.2.3.d Delay compensation8m
4.2.3.e Adaptive equalization5m
4.2.4.a ADSL design8m
4.2.4.b Discrete multitone modulation9m
10 readings
Introduction2m
What have we learned?50m
Introduction3m
What have we learned?15m
Introduction5m
What have we learned?10m
Introduction2m
What have we learned?3m
Practice homework1h
Further reading15m
1 practice exercise
Homework for Module 4.21h
Week
3

Week 3

2 hours to complete

MODULE 4.3: REAL-TIME AUDIO SIGNAL PROCESSING

2 hours to complete
4 videos (Total 15 min), 5 readings
4 videos
Wiring up everything4m
Oscilloscope overview, analog mode3m
Oscilloscope overview, digital mode4m
5 readings
Introduction10m
The "Voice Transformer" Notebook2m
Prepare the breakout boards
Introduction10m
Introduction10m

About the Digital Signal Processing Specialization

This Specialization provides a full course in Digital Signal Processing, with a focus on audio processing and data transmission. You will start from the basic concepts of discrete-time signals and proceed to learn how to analyze data via the Fourier transform, how to manipulate data via digital filters and how to convert analog signals into digital format. Finally, you will also discover how to implement real-time DSP algorithms on a general-purpose microcontroller. The solid theoretical bases provided by the four courses in this specialization are complemented by applied examples in Python, in the form of Jupyter Notebooks; exercises with solutions provide a wealth of examples in order to tackle the weekly homework....
Digital Signal Processing

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