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Institut de Mathématiques et Informatique
Informatique
Master2: IAA
Apprentissage profond m2iaa
Course content
Tab two
Tab one
Topic outline
General
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Annonces
Forum
Chapter 1 - Logistic regression
Chapter 1
File
Chapter 1 - with annotations
File
Python Basics with Numpy
File
Logistic Regression as a Neural Network
File
Chapter 2 - Shallow Neural Networks
Chapter 2
File
Chapter 2 - with annotations
File
Planar data classification with one hidden layer
File
Chapter 3 - Deep Neural Networks
Chapter 3
File
Building your Deep Neural Network - Step by Step
File
Deep Neural Network Application Image Classification
File
Chapter 4 - Practical Aspects of Deep Learning
Chapter 4
File
Initialization
File
Gradient Checking
File
Regularization
File
Chapter 5 - Optimization Algorithms
Chapter 5
File
Chapter 6 - Hyperparameter tuning, BN and Programming Frameworks
Chapter 6
File
Chapter 7 - ML Strategy
Chapter 7 (a)
File
Chapter 7 (b)
File
Chapter 8 - CNN
Chapter 8 (a)
File
Chapter 8 (b)
File
Chapter 9 - Sequential Models
Chapter 9 (a) - RNN
File
Chapter 9 (b) - NLP
File
Chapter 9 (c) - Attention mechanism
File
Projects
Projects 2023-2024
File
Assignment of projects 2023-2024
File
