Deep Learning for Signal and Image Processing

Università degli Studi di Milano

Page of the course on the website of the Ph.D. program: Deep Learning for Signal and Image Processing

A.Y. 2020/2021

Lesson Date Time Slides
Lesson 1 - Machine Learning December 2, 2020 10:00 - 13:00 Lesson 0 - Course Introduction
Lesson 1 - Machine Learning
           
Lesson 2 - Neural Networks December 2, 2020 10:00 - 13:00 Lesson 2 - Neural Networks
Bonus Lesson 1 - Google Colab
Exercise 1 - Neural Networks
           
Lesson 3 - Deep Learning December 4, 2020 10:00 - 13:00 Lesson 3 - Deep Learning
           
Lesson 4 - CNNs December 4, 2020 10:00 - 13:00 Lesson 4 - CNNs
Bonus Lesson 2 - PyTorch
Exercise 2 - CNNs
           
Lesson 5 - AutoEncoders December 10, 2020 11:00 - 13:00 Lesson 5 - AutoEncoders
           
Lesson 6 - GANs December 10, 2020 11:00 - 13:00 Lesson 6 - GANs
Exercise 3 - GANs
           
Lesson 7 - Applications December 10, 2020 14:00 - 16:00 Lesson 7 - Applications
Exercise 4 - Semantic Segmentation
Bonus Lesson 3 - CNN Architectures

Materials

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Assessment

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