Instructor: Alexander Dekhtyar, dekhtyar@csc.calpoly.edu, 14-215
Office Hours:
|
|
Who | Where | |
| Monday | 1:10pm - 3:00pm | Alex | 14-215 |
| Wednsday | 10:10am - 11:00pm | Alex | 14-215 |
| Friday | 10:10am - 12:00pm | Alex | 14-215 |
Additional appoinments: send email.
Final Exam Date: Wednesday, December 8, 2010, 4:10 - 7:00pm
(note: there is no final exam, but we may use the time for course-related activities)
| Syllabus | Postscript | ||
| CSC 466 Wiki | HTML | ||
| Datasets Wiki | HTML |
| Lab 1 | Due: September 27, 2010 | Data processing | Postscript | Data | [September 20, 2010] | |
| Lab 2 | Due: October 4, 2010 | Mining Association Rules | Postscript | Data | [September 27, 2010] | |
| Lab 3 | Due: October 18, 2010 | Supervised Learning (Classification) | Postscript | Data | [October 6, 2010] | |
| Lab 4 | Due: November 1, 2010 | Unsupervised Learning (Clustering) | Postscript | Data | [October 19, 2010] | |
| Lab 5 | Due: November 10, 2010 | Collaborative Filtering | Postscript | Data | [November 1, 2010] | |
| Lab 6 | Due: November 22, 2010 | Information Retrieval | Postscript | Data and Code | [November 10, 2010] | |
| Lab 7 | Due: December 3, 2010 | Link Analysis | Postscript | Data | [November 21, 2010] | |
| Lab 8 | Due: December 8, 2010 | Which animal? | Postscript | Data | [November 22, 2010] |
| Design Project: Stage 0 | Due: October 25, 2010 | Stakeholders | Postscript | [October 18, 2010] | |
| Design Project: Stage 1 | Due: December 1/December 8, 2010 | System Design | Postscript | [October 27, 2010] | |
| Analytical Project | Due: December 1, 2010 | Multiple Datasets | Postscript | [October 15, 2010] |
Lab Data
| Lecture 1 | September 20 | What is KDD? | Postscript | [March 31, 2009] | Lecture 2 | September 22 | Association Rules Mining: Apriori | Postscript | [April 12, 2009] |
| Lecture 3 | September 27 | Association Rules Mining: Apriori examples | Postscript | [April 14, 2009] | Lecture 4 | September 29 | Classification. Decision Trees | Postscript | [April 20, 2009] |
| Lecture 5 | October 4 | Classification: C4.5. example | Postscript | [April 22, 2009] | |
| Lecture 6 | October 6 | Classification: Beyond C4.5. | Postscript | [April 25, 2009] | |
| Lecture 7 | October 11 | Clustering: K-means | Postscript | [April 29, 2009] | |
| Lecture 8 | Distance Measures | Postscript | [April 29, 2009] | ||
| Lecture 9 | October 13 | Clustering: Hierarchical | Postscript | [May 7, 2009] | |
| Lecture 10 | October 20 | Collaborative Filtering: Intro | Postscript | [May 14, 2009] | Lecture 11 | October 27 | Collaborative Filtering: Evaluation | Postscript | [November 1, 2010] |
| Lecture 12 | November 1 | Information Retrieval: measures, models | Postscript | [May 20, 2009] | |
| Lecture 13 | November 3 | Information retrieval: extending VSM | Postscript | [May 25, 2009] | |
| Lecture 14 | November 10 | Social Network/Graph Mining | Postscript | [November 10, 2010] | |
| Lecture 15 | November 15 | PageRank:The Algorithm | Postscript | [May 28, 2009] | |
| Lecture 16 | PageRank: The Math | Postscript | [June 1, 2009] | ||
| Lecture 17 | November 17 | Community Discovery | Postscript | [November 10, 2010] | |
| Lecture 17 | December 1 | Naive Bayes | Postscript | [June 3, 2009] |