Intelligent Systems:
Recognition and Reasoning
Master of Science
in Informatics at
Grenoble - (WMM42E5)
UFRIM2AG - F022*
Academic Year
2018 - 2019
Tuesdays 11h30 - 13h00
Thursday 8h - 9h30 **
**Note Time Change for thursday lectures starting 4 April: 9h30 to 11h
*Verify Lecture Times and Locations in the ADE of UFRIMAG
http://www-prima.inrialpes.fr/Prima/Homepages/jlc/Courses/2018/MOSIG.SIRR/MOSIG.SIRR.html
Class notes (pdf)
22 January 2019 Lesson 1 Intelligence,
Knowledge, Reasoning and Recognition
24 January 2019 Lesson 2 Machine Learning and Performance Evaluation
24 January 2019 Exercise 1 Performance evaluation, ROC Curves
29 January 2019 Lesson 3 Bayes Rule and Probability
31 January 2019 Lesson 4 Nonparametric Methods for Bayesian Recognition.
31 January 2019 Exercise 2 Classification with non-parametric models
05 February 2019 Lesson 5 Non-Supervised Learning with K-Means and EM
05 February 2019 Jeff Bilmes, A Gentle
Tutorial of the EM Algorithm
07 February 2019 Lesson 6 Perceptrons and Support Vector Machines
07 February 2019 Exercise 3 Support Vector Machines with Radial Basis Functions
12 February 2019 No Class
14 February 2019 Lesson 7 Regression Analysis and Gradient Descent (Corrected notes uploaded 16 Feb).
14 February 2019 Exercise 4 Gradient Descent. (by hand or programmed)
14 February 2019 Exercise 4 Data set to test program (.csv and .xls) : Height vs Weight for the !Kung-san people
19 February 2019 Lesson 8 Artificial Neural Networks and Back-Propagation
19 February 2019 Paper on Xavier GLORIOT's initialisation procedure
21 February 2019 Lesson 9 Programming Neural Networks in Keras (Nachwa Aboubakr)
21 February 2019 Exercise 5 Artificial Neural Networks
26 February 2019 Winter Vacation (Mardi Gras)
28 February 2019 Winter Vacation (Mardi Gras)
05 March 2019 Lesson 10 Convolutional Neural Networks, Pooling, Classic Network Architectures
07 March 2019 Lesson 11 Deconvolution, Autoencoders, Generative Adversarial Networks.
07 March 2019 Exercise 6 Neural Network Progamming Exercise
12 March 2019 Lesson 12 Knowledge Representations: Concepts, Schema. Relations, Situation Models
14 March 2019 Lesson 13 Knowledge Representations: Situation Models, Frames, Scripts and Semantic Nets.
14 March 2019 Exercise 7 Knowledge Representations
19 March 2019 Lesson 14 Temporal Reasoning with Interval Relations
19 March 2019 Table of Interval Relations
21 March 2019 Lesson 15 Planning and Problem Solving, Planning as Search
21 March 2019 Exercise 8 Temporal Reasoning
26 March 2019 No class.
28 March 2019 Lesson 16 Reasoning with Rule-Based Systems* (in F320)
28 March 2019 Exercise 9 Counting Word N-Grams in text with CLIPS
28 March 2019 Exercise 9 CLIPS support functions, spam.txt, business-letter.txt, alpine-plants.txt
02 April 2019 Lesson 17 Programming Rule-Based Systems with CLIPS
04 April 2019 Lesson 18 Combining Rules and Objects in CLIPS *Note new time: 9h30 to 11h00*
04 April 2019 Exercise 10 Structured Knowledge Representations in CLIPS
09 April 2019 Lesson 19 Reasoning with Narratives
11 April 2019 no class
16 April 2019 Lesson 20 Bayesian Networks (F316)
18 April 2019 Lesson 21 Practice Exam
18 April 2019 Lesson 21 Correction of Practice Exam to be presented in class
24 April 2019 Spring Vacation (Easter)
26 April 2019 Spring Vacation (Easter)
10 May 2019 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
Examples from Lesson 18
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/2019/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 2019
Created by James L.
Crowley. Last update 1 April 2019