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Informatique (IN)
Master
Artificial neural networks
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Link to Video Lectures
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Link for joining the Slack workspace (ANN-CS456-2021)
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Environment setup (practical exercises and miniprojects)
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Exam 2018
File
Exam 2019
File
Exam 2020
File
Submission for Miniproject 1 | Deep Reinforcement Learning
Assignment
Submission for Miniproject 2 | Feedforward and Convolutional Networks
Assignment
February 26 - Simple Perceptrons for Classification
Videos 1
Glossary
Lecture 1-Formalities
File
Lecture 1-Part1
File
Lecture 1-Part2
File
Exercises 1
File
Solutions 1
File
Blackboard 1
File
March 5 - Reinforcement Learning and SARSA
Videos 2
Glossary
Lecture 2
File
Exercises 2
File
Solutions 2
File
Blackboard 2
File
March 12 - TD Learning and Continuous Space
Videos 3
Glossary
Lecture 3
File
Exercises 3
File
Solutions 3
File
Blackboard 3
File
RL coding exercise: simple maze
Folder
March 19 - Policy gradient algorithms
Videos 4
Glossary
Lecture 4
File
Exercises 4
File
Solutions 4
File
Blackboard 4
File
March 26 - Backprop and Multilayer Perceptron
Videos 5
Glossary
Lecture 5
File
Exercises 5
File
Solutions 5
File
Environment setup and XOR exercise
File
Blackboard 5
File
April 2, 11 - Easter break, no class but Miniproject release
Miniproject 1 | Deep Reinforcement Learning
File
Miniproject 1 | Colab link
File
Miniproject 2 | Feedforward and Convolutional Networks
File
April 16 - Regularization and Tricks of the Trade in deep networks
Videos 6
Glossary
Lecture 6
File
Exercises 6
File
Solutions 6
File
Blackboard 6
File
April 23 - Error landscape and optimization methods for deep networks
Videos 7
Glossary
Lecture 7
File
Exercises 7
File
Solutions 7
File
Blackboard 7
File
April 30 - Statistical Classification by deep networks
Videos 8
Glossary
Lecture 8
File
Exercises 8
File
Solutions 8
File
Blackboard 8
File
May 7 - Convolutional Neural Networks
Videos 9
Glossary
Lecture 9
File
Exercises 9
File
Solutions 9
File
Blackboard 9
File
May 13 - Ascension, Thursday
May 21 - Use Cases of Deep Reinforcement Learning
Videos 10
Glossary
Lecture 10
File
Exercises 10
File
Solutions 10
File
May 28 - Deep Reinforcement Learning
Videos 11
Glossary
Exam-Preparation
File
Lecture 11
File
Exercises 11
File
Solutions 11
File
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