Fridays 8h15 - 9h45 in Amphi D ENSIMAG

Verify Lecture Locations in ADE of ENSIMAG

and in the ADE of UFRIMAG

http://www-prima.inrialpes.fr/Prima/Homepages/jlc/Courses/2016/ENSI2.SIRR/ENSI2.SIRR.html

03 February 2017 Lesson 2 Recognition, Supervised Learning and Performance Evaluation (Amphi C006)

03 February 2017 Exercise 1 ROC Curves

08 February 2017 Lesson 3 Perceptrons and Support Vector Machines

10 February 2017 Lesson 4 Support Vector Machines using Kernels

10 February 2017 Exercise 2 Support Vector Machines with Radial Basis Functions

15 February 2017 Lesson 5 Regression, Gradient Descent and Artificial Neural Networks

17 February 2017 Lesson 6 Artificial Neural Networks and Back-Propagation

17 February 2017 Exercise 3 Artificial Neural Networks

22 February 2017 Winter Vacation (Mardi Gras)

24 February 2017 Winter Vacation (Mardi Gras)

01 March 2017 Lesson 7 Convolutional Neural Networks and Auto-encoders

03 March 2017 Lesson 8 Generative Techniques: Bayes Rule and the Axioms of Probability

03 March 2017 Exercise 4 Bayes Rule

08 March 2017 no class

10 March 2017 Lesson 9 Probability Models for Bayesian Recognition

10 March 2017 Exercise 5 Classification with non-parametric models

15 March 2017 Lesson 10 Recognition with the Normal Density Function

17 March 2017 Lesson 11 Clustering and Non-Supervised Learning with K-Means and EM

17 March 2017 Exercise 6 Data Analysis with EM

22 March 2017 Lesson 12: Symbolic Reasoning, Expert Systems and MYCIN

24 March 2017 Lesson 13: Reasoning with Bayesian Networks

24 March 2017 Exercise 7: Bayesian Networks

28 March 2017 Lesson 14 Rule Based Reasoning

31 March 2017 Lesson 15 Rule based programming in CLIPS and the Rete Algorithm

31 March 2017 Exercise 8 Counting Word N-Grams in text with Clips,

31 March 2017 Exercise 8 CLIPS support functions, spam.txt, business-letter.txt, alpine-plants.txt

05 April 2017 Lesson 16 Temporal Reasoning with Interval Relations, Table of Interval Relations

07 April 2017 Lesson 17 Structured Knowledge Representations in CLIPS

07 April 2017 Exercise 9 Temporal Reasoning with CLIPS, Support file for exercise (table, functions)

12 April 2017 Lesson 18 Structured Knowledge Representations: Fames, Scripts and Situation Models

14 April 2017 Lesson 19 Problem Solving, Planning as Search

14 April 2017 Exercise 10 Plannning as Search

19 April 2017 Spring Vacation (Easter)

21 April 2017 Spring Vacation (Easter)

26 April 2017 Lesson 20 Decision trees and random forests

28 April 2017 Lesson 21 Practice Exam, Look-Up Table for Sigmoid, Table of Interval Relations

28 April 2017 Answers to questions on Practice Exam will be presented in the final lecture.

09 May 2017 Final Exam

The exam of May 2014

The exam of May 2013

Examples from Lesson 15

Examples from Lesson 17

Advanced Reference Manual .pdf

Users Manual .pdf

Interfaces Manual .pdf

CLIPS
download Web Site

JESS:
CLIPS
in JAVA

Jeff Bilmes, A Gentle
Tutorial of the EM Algorithm

URL: http://www-prima.imag.fr/Prima/Homepages/jlc/Courses/2016/ENSI2.SE/ENSI2.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 2017

Created by James L.
Crowley. Last update 5 April 2017