Semester | Mand. | Option | Filières |
x | |||
MA2, MA4 | x | E F |
Lecture | 14 weekly |
Exercises | 14 weekly |
Practical work | 14 weekly |
Study plan | Semester | Mand. | Option | Filières |
EDPO - Photonics 2019-20 | x | |||
Génie électrique et électronique 2019-20 | MA2 | x | E F | |
Génie électrique et électronique 2019-20 | MA4 | x | E F |
Cursus | Sem. | Type |
---|---|---|
Electrical and Electronical Engineering | MA2, MA4 | Opt. |
Photonics | Obl. |
This course will focus on the practical implementation of artificial neural networks (ANN) using the open-source TensorFlow machine learning library developed by Google for Python. After a brief introduction to deep neural networks, the course will focus on the use and functionality of TensorFlow, and how it can be used to build models of different complexity for different types of optical imaging applications. Models will range from simple linear regression to convolutional neural networks (CNN) for image classification and mapping. The course will be assessed through coursework and group projects where the students will apply TensorFlow to specific machine learning applications.
Deep learning, TensorFlow, Artificial neural networks, Imaging
Proficiency in Python, basic optics
MICRO-567 Optical Wave Proagation
Python familiarity, linear systems, basic optics
1 hour/week lecture
1 hour/week interactive artificial neural network develoment for selected problems
Attend lectures weekly
Attend exercise sessions
Participate in a class project
Turn in homework every two weeks
Homeworks
Project report
Tensor flow
Class notes will be posted on Moodle
obligatoire
obligatoire
Cours
Lecture
Heure(s)
Hour(s)
H
H
Exercices
Exercises
Heure(s)
Hour(s)
H
H
TP
Practical work
Heure(s)
Hour(s)
H
H
Multiple
Multiple
optionnel
optionnel
Cours
Lecture
Heure(s)
Hour(s)
H
H
Exercices
Exercises
Heure(s)
Hour(s)
H
H
TP
Practical work
Heure(s)
Hour(s)
H
H
Multiple
Multiple
Session été
Session summer
ETE
ETE
optionnel
optionnel
Cours
Lecture
Heure(s)
Hour(s)
H
H
Exercices
Exercises
Heure(s)
Hour(s)
H
H
TP
Practical work
Heure(s)
Hour(s)
H
H
Multiple
Multiple
Session été
Session summer
ETE
ETE
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