Intelligent Systems:
Recognition and Reasoning
Master of Science
in Informatics at
Grenoble - (WMM42E5)
UFRIM2AG
Academic Year 2020 - 2021
11h30 Tuesdays mornings
11h30 Thursday mornings
Lectures are held on Zoom, with meeting ID: 946 8227 9454
(password available on request)
http://crowley-coutaz.fr/jlc/Courses/2020/MOSIG.SIRR/MoSIG.SIRR.html
Class notes (pdf)
02 February 2021 Lesson 1 Intelligence:
Learning, Recognition, Knowledge and Reasoning
(Recording of Lecture)
04 February 2021 Lesson 2 Machine Learning and Performance Evaluation
(Recording of Lecture)
Exercise 1 Performance evaluation, ROC Curves, Precision and Recall
09 February 2021 Lesson 3 Bayes Rule with Probability Distributions and Densities
(Recording of Lecture)
11 February 2021 Lesson 4 Nonparametric Methods for Bayesian Recognition.
(Recording of Lecture)
Exercise 2 Classification with non-parametric models
16 February 2021 Winter Vacation (Mardi Gras)
18 February 2021 Winter Vacation (Mardi Gras)
23 February 2021 Lesson 5 Non-Supervised Learning with K-Means and EM
(Recording of Lecture)
Jeff Bilmes, A Gentle
Tutorial of the EM Algorithm
25 February 2021 Lesson 6 Support Vector Machines and Kernel Methods
(Recording of Lecture)
Background
reading: SVM Tutorial by Shi Hung WU (CYUT)
Exercise 3 Support Vector Machines with Radial
Basis Functions
02 March 2021 Lesson 7 Perceptron Learning and Gradient Descent
04 March 2021 Lesson 8 Artificial Neural Networks and Back-Propagation
04 March 2021 Paper on Xavier GLORIOT's initialisation procedure
Exercise
4 Backpropagation
09 March 2021 Lesson 9 Encoders: Generative Networks, PCA,
Auto-Encoders, Variational Autoencoders and Generative
Adversarial Networks
09 March 2021 Lesson 10 Programming Neural Networks in Keras
Exercise 5 Neural Network
Progamming Exercise
Exercise 5
The MNIST Database of Handwritten Digits (Y. LeCun, C. Cortes, C. J.C. Burges)
16 March 2021 Lesson 11 Convolutional Neural Networks, Pooling, Classic Network Architectures
18 March 2021 Lesson 12 Generative Convolutional Networks, Deconvolution and YOLO: You Only Look
Exercise 5 Neural
Network Progamming Exercise (Cont'd)
23 March 2021 Lesson 13 Decision Trees and Random Forests
25 March 2021 Lesson 14 Expert Systems
Exercise 5 Neural
Network Progamming Exercise (Cont'd)
29 March 2021 Lesson 15 Temporal Reasoning with Interval Relations
01 April 2021 Lesson 16 Knowledge Representations: Concepts, Schema, Relations
Exercise 6
Temporal Reasoning
Exercise 6 Table of Interval Relations
06 April 2021 Lesson 17 Knowledge Representations: Situation Models, Frames, Scripts and Semantic Nets
08 April 2021 Lesson 18 Planning and Problem Solving, Planning as Search
Exercise 7 Planning with A*
search
13 April 2021 Lesson 19 Narrative Reasoning
15 April 2021 Lesson 20 Bayesian Networks
Exercise 10 Bayesian Networks
21 April 2021 Spring Vacation (Easter)
23 April 2021 Spring Vacation (Easter)
27 April 2021 -
29 April 2021 - Practice Exam
May be completed individually or working in a group.
xxx may Final Exam
Exams from the Past (Les
Annals)
The exam of May 2015
The exam of May 2014
The exam of May 2013
http://www-prima.inrialpes.fr/Prima/Homepages/jlc/Courses/2020/MOSIG.SIRR/MOSIG.SIRR.html
NB : These flles may be copied and distributed on the condition that they include the citation:
James
L.
Crowley, Course notes, "Intelligent Systems: Recognition and
Reasoning", Grenoble Institut Polytechnique, January - May 2021
Created by James L.
Crowley. Last update 15 Jan 2021