Intelligent Systems: Recognition and Reasoning

Master of Science in Informatics at Grenoble - (WMM42E5)

UFRIM2AG

Academic Year 2020 - 2021

James L. Crowley

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