Intelligent Systems: Recognition and Reasoning

ENSIMAG - 2 (4MM2SIRR)

Grenoble Insititut National Polytechniques

Academic Year 2020 - 2021

James L. Crowley

schedule of Classes
Wednesdays 11h15 - 12h45
Fridays 8h15 - 9h45
Lectures will be on Zoom - Meeting ID 932 2428 9043
(Password available on request)


http://crowley-coutaz.fr/jlc/Courses/2020/ENSI2.SIRR/ENSI2.SIRR.html

Class notes (pdf)
03 February 2021 Lesson 1 Intelligence: Learning, Recognition, Knowledge and Reasoning 
                             (Recording of Lecture)
05 February 2021 Lesson 2 Machine Learning  and Performance Evaluation
                             (Recording of Lecture)
                             Exercise 1 Performance evaluation, ROC Curves, Precision and Recall

10 February 2021 Lesson 3 Bayes Rule with Probability Distributions and Densities
                             (Recording of Lecture)
12 February 2021 Lesson 4 Nonparametric Methods for Bayesian  Recognition.
                             (Recording of Lecture)
                              Exercise 2 Classification with non-parametric models

17 February 2021 Winter Vacation (Mardi Gras)
19 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

03 March  2021 Lesson 7 Perceptron Learning and  Gradient Descent 
                            (Recording of Lecture)
05 March  2021 Lesson 8  Artificial Neural Networks and Back-Propagation
                            (Recording of Lecture)
                           Paper on Xavier GLOROT's initialisation procedure
                           Exercise 4 Backpropagation

10 March 2021 Lesson 9  Encoders: Generative Networks, Auto-Encoders and  Generative Adversarial Networks
                          (Recording of Lecture)
12 March 2021 Lesson 10 Programming Neural Networks in Keras
                          (Recording of Lecture)
                         Exercise 5 Neural Network Progamming Exercise
                         Exercise 5 The MNIST Database of Handwritten Digits (Y. LeCun, C. Cortes, C. J.C. Burges)
  
17 March 2021 Lesson 11 Convolutional Neural Networks, Pooling, Classic Network Architectures
19 March 2021 Lesson 12 Generative Convolutional Networks, Deconvolution and  YOLO: You Only Look
                         Exercise 5 Neural Network Progamming Exercise (Cont'd)

24 March 2021 Lesson 13 Decision Trees and Random Forests
                          (Recording of Lecture)
26 March 2021 Lesson 14 Expert Systems
                           (Recording of Lecture)
                          Exercise 5 Neural Network Progamming Exercise (Cont'd)

20 March 2021 Lesson 15 Temporal Reasoning with Interval Relations
02 April 2021  Lesson 16 Knowledge Representations: Concepts, Schema, Relations
                         Exercise 6  Temporal Reasoning
                         Exercise 6  Table of Interval Relations

07 April 2021 Lesson 17  Knowledge Representations:  Situation Models, Frames, Scripts and Semantic Nets
09 April 2021 Lesson 18  Planning and Problem Solving, Planning as Search
                       Exercise 7  Planning with A* search

14 April 2021 Lesson 19 Narrative  Reasoning
18 April 2021 Lesson 20  Bayesian Networks 
                       Exercise 10 Bayesian Networks

22 April 2021 Spring Vacation (Easter)
24 April 2021 Spring Vacation (Easter)

29 April 2021 -  Lesson 21
31 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