Intelligent Systems:
Reasoning and
Recognition
Master of Science
in Informatics at
Grenoble - (WMM42E5)
ENSIMAG et UFRIM2AG
Academic Year
2017 - 2018
Tuesdays 11h30 - 13h00 in F022*
Thursday 8h - 9h30 in F022*
*Verify Lecture Locations in the ADE of UFRIMAG
http://www-prima.inrialpes.fr/Prima/Homepages/jlc/Courses/2017/MOSIG.SIRR/MOSIG.SIRR.html
Class notes (pdf)
01 February 2018 Lesson 1 Intelligence,
Knowledge, Reasoning and Recognition
06 February 2018 Lesson 2 Supervised Learning, Recognition and Performance Evaluation
08 February 2018 Lesson 3 Bayes Rule and Probability
08 February 2018 Exercise 1 Performance evaluation, ROC Curves
13 February 2018 Lesson 4 Nonparametric Methods for Bayesian Recognition.
15 February 2018 Lesson 5 Multivariate Gaussian PDF, Non-Supervised Learning with K-Means and EM
15 February 2018 Exercise 2 Classification with non-parametric models
Jeff Bilmes, A Gentle
Tutorial of the EM Algorithm
20 February 2018 Winter Vacation (Mardi Gras)
22 February 2018 Winter Vacation (Mardi Gras)
27 February 2018 Lesson 6 Support Vector Machines and Kernel Methods
01 March 2018 Lesson 7 Artificial Neural Networks and Back-Propagation
01 March 2018 Exercise 3 Artificial Neural Networks
01 March 2018 Paper on Xavier GLORIOT's initialisation procedure
06 March 2018 Lesson 8 Convolutional Neural Networks and Auto-encoders*
*Taught by Thomas Guntz
08 March 2018 Lesson 9 Programming Neural Networks with Keras and Tensor Flow*
08 March 2018 Exercise 4 Artificial Neural Networks Programming Exercise (due 30 march)
*Lecture by Nashwa Aboubakr / Yagmur Cinar
13 March 2018 Lesson 10 Knowledge, Planning, and Problem Solving
15 March 2018 Lesson 11 Hierarchical Planning and Chunking
15 March 2018 Exercise 5 Planning as Graphsearch
20 March 2018 Lesson 12 Artificial Neural Networks: Recurrent networks*
*Lecture by Yagmur Cinar
22 March 2018 Lesson 13 Temporal Reasoning with Interval Relations
22 March 2018 Table of Interval Relations
22 March 2018 Exercise 6 Temporal Reasoning
27 March 2018 Lesson 14 Structured Knowledge Representations: Concepts, Schema, Frames and Scripts
29 March 2018 Lesson 15 Structured Knowledge Representations: Relations, Situation Models and Semantic Web
29 March 2018 Exercise 7
03 April 2018 Lesson 16 Programming Knowledge Representation and Reasoning with Rule-Based Systems
05 April 2018 Lesson 17 Declarative Knowledge Representation with the CLIPS
05 April 2018 Exercise 8 Counting Word N-Grams in text with Clips
05 April 2018 Exercise 8 CLIPS support functions, spam.txt, business-letter.txt, alpine-plants.txt
10 April 2018 Lesson 18 Bayesian Narrative Reasoning
12 April 2018 Lesson 19 Bayesian Networks
12 April 2018 Exercise 9 Bayesian Networks
17 April 2018 Spring Vacation (Easter)
19 April 2018 Spring Vacation (Easter)
24 April 2018 Lesson 20 Decision trees and random forests*
*Lecture by Yagmur Cinar
26 April 2018 Lesson 21 Practice Exam
Answer to question 2 on the practice exam:
30 April - 4 May 2018 Final Exam
Exams from the Past (Les
Annals)
The exam of May 2015
The exam of May 2014
The exam of May 2013
CLIPS Coding Examples (text)
Examples from Lesson 16
Examples from Lesson 17
CLIPS Manuals (.pdf et .doc)
Basic Reference Manual .pdf
Advanced Reference Manual .pdf
Users Manual
.pdf
Interfaces Manual
.pdf
CLIPS 6.3 Mac OS Installer
Mac OS installer
package
CLIPS Web Sites
CLIPS
download Web Site
JESS:
CLIPS
in JAVA
http://www-prima.inrialpes.fr/Prima/Homepages/jlc/Courses/2017/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 2018
Created by James L.
Crowley. Last update 30 janvier 2018