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CMPE 535 Knowledge Engineering
Course Outline
4
(Feb-22)
Departmental Council Decision: There is no make-up exam for Quizzes.
Students missing the Mid-term or Final exam must submit a legitimate excuse
within 3 working days after the exam date in order to qualify for a make-up.
Final Exam is on 5th June, Tuesday, at
16:30, Solutions (pdf) Grades
(htm)
(Jun-22)
Final exam includes Ch-1, ..., Ch-4 from the textbook.
Please prepare one info page for Fuzzy and one info page for Neural Nets.
HWProject
HW-Project_C.zip (zip)
(May-30) and PPT
W041_p6.pdf
(pdf)
(May-30) FUZZ06_01682003.zip
(pdf)
(Jun-14)
[HWProject-C contains a 5% quiz, you may report the project in teams of
2-students.
But you have to report your quiz individually. I'll provide the quiz data on the
final date.]
Data for HWProject-C - (5% Quiz
part): d_iris.zip
(zip)
(June-15)
This data set is prepared for an advanced project on RBNN modeling of Iris
data set. The aim of the project is to develop a naive experimental
methodology for the determination of the best parameters (for spread-factor,
and the number-of-k-means-prototypes).
Place this data-file into /d folder, and use it by addressing datafile =
'iris' at the 17-th line in RBNN.m .
Due date of the Project is June-20, until 17.00. Submit the report document,
log-file, and graph-files after compressing them to ######HW3.zip or
######HW3.rar file, where ###### stands for your student-number. E-Mail the
archive file as an attachment to projectdelivery@gmail.com
before 17.00 on June-20-2007.
Good Luck to everybody. M.B.
| Week |
Subject |
| 1
|
An overview of AI,
Knowledge-based systems - a survey; Knowledge Engineering concepts; |
| 2 |
Human Problem Solving; Human
Information Processing System . |
| 3 |
Major issues in Knowledge
Engineering. Typical Knowledge Engineering problems and tools . |
| 4 |
Knowledge Engineering and
Symbolic Artifical Intelligence, Data, Information, Knowledge. Data
Analysis, |
| 5 |
Data and Knowledge
Representation. Methods for Symbolic Manipulation and Inference Forward
Chaining, Backward Chaining, Mixed Chaining; First
Quiz
2
(March-20) Results
2
(Apr-03)
Propositional Logic and PROLOG; Production Rules, Expert Systems;
Architecture and Design, Knowledge Acquisition |
| 6 |
Uncertainty, Certainty Factors,
Bayesian, Fuzzy set based and Dempster-Shafer methods;
Expert system development life-cycle; Blackboard architectures; Truth
Maintenance Systems.
Automated Knowledge Acquisition,
Machine Learning Approaches in Expert
Systems, Rule and Decision-Tree Induction |
| 7 |
Midterm Week Midterm
Solutions (pdf) (Jun-20) |
| 8 |
Fuzzy Sets and Systems: Extension
principle; Fuzzy Proposition and Fuzzy Logic; Fuzzy Rules and Inference;
Fuzzy Databases; Reading Material
2
(pdf).
Matlab S/W
Ï(zip)
(Apr-20)Ï(zip)
(Apr-26) |
| 9 |
Clustering-Based Methods for
Fuzzy Rule Extraction, Fuzzy Prediction
HWProject
Ï(zip)
(May-03) , PPT
2
(pdf)
(May-08) |
| 10 |
Neural Networks: Biological and
Artifical Neurons; Supervised Learning; Recurrent Networks;
HWProject
HW-Project_C.zip (zip)
(May-30)
|
| 11 |
Unsupervised
Learning; Kohonen Maps; Neural Networks as Associative Memories
PPT
W041_p6.pdf
(pdf)
(May-30) |
| 12 |
Expert System Building Tools,
Development languages, Shells, Environments; |
| 13 |
Expert system design using
rule-based shells; |
| |
Final Exam is on 5th June,
Tuesday, at 16:30,
Grades(htm)
(Jun-21)
Final exam includes Ch-1, ..., Ch-4 from the textbook.
Please prepare one info page for Fuzzy and one info page for Neural
Nets.
HWProject-C contains a 5% quiz, you may report the
project in teams of 2-students.
But you have to report your quiz individually. I'll provide the
quiz data on the final date. |
|