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)
P.
Wang, "On Defining Artificial
Intelligence", Journal of Artificial General Intelligence 10(2)
1-37, 2019
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
(Recording of Lecture)
04 March 2021 Lesson 8 Artificial
Neural Networks and Back-Propagation
(Recording of Lecture)
(10 minute film on
Derivation of Backpropagation)
04 March 2021 Paper on Xavier GLOROT's initialisation procedure
Exercise
4 Backpropagation
09 March 2021 Lesson 9 Generative
Networks: Auto-Encoders and Generative
Adversarial Networks
(Recording of Lecture)
09 March 2021 Lesson 10 Programming
Neural Networks in Keras
(Recording of Lecture)
Example of Jupyter Notebook for
MNIST Digit Recognition
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
(Recording of Lecture)
18 March 2021 Lesson 12 Generative
Convolutional Networks, Deconvolution and YOLO: You Only Look
(Recording of Lecture)
Exercise 5 Neural
Network Progamming Exercise (Cont'd)
23 March 2021 Lesson 13 Recurrent Neural
Networks
(Recording of Lecture)
25 March 2021 Lesson 14 Expert Systems
(Recording of Lecture)
Exercise 5 Neural
Network Progamming Exercise (Cont'd)
30 March 2021 Lesson 15 Decision Trees
and Random Forests
(Recording of Lecture)
01 April 2021 Lesson 16 Knowledge
Representations: Concepts, Schema, Relations
(Recording of Lecture)
Exercise 5 Neural
Network Progamming Exercise (Cont'd)
06 April 2021 Lesson 17 Knowledge
Structures: Frames, Scripts and Situation Models
(Recording of Lecture)
08 April 2021 Lesson 18 Temporal
Reasoning with Interval Relations
(Recording of Lecture)
Support: Table of Interval Relations
Exercise
6
Temporal Reasoning
13 April 2021 Lesson 19 Planning and
Problem Solving, Planning as Search
(Recording of Lecture)
15 April 2021 Lesson 20 Bayesian
Networks
(Recording of Lecture)
Exercise 7 Planning with A*
search
20 April 2021 Spring Vacation (Easter)
22 April 2021 Spring Vacation (Easter)
27 April 2021 - Review of Lectures
Practice Exam - Performed individually and returned as .pdf by17h00 wed
28 April.
(Recording of Lecture)
29 April 2021 - Correction of Practice Exam
(Recording will NOT be
available before the exam)
4 may 2021 - 9h00 to 12h00 Final Exam
Exams from the Past (Les
Annals)
(Note that the cours syllabus has evolved over the years.
No questions using CLIPS will appear in the 2020 exam)
The exam of July 2019
The exam of May 2019
The exam of June 2018
The exam of May 2017
The exam of May 2016
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 March 2021