Date | Topics | Readings |
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Jan 22: Lecture 1 | Introduction and Overview Assignment 0 out. Due: January 29. |
Chapter 1 |
Jan 27: Lecture 2 | Overview (continued) | |
Jan 29: Lecture 3 | Text mining: representation; dimensionality reduction; similarity and distance measures |
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Feb 3: Lecture 4 | KNN; Evaluation metrics; Types of data; Data preprocessing Assignment 1 Out. |
Chapter 2 |
Feb 5: Lecture 5 | Similarity and Distance measures |
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Feb 10: Lecture 6 | Classification (1) | |
Feb 12: Lecture 7 | Classification (2): Decision Trees |
Chapter 3 |
Feb 17: Lecture 8 | Classification (3): more on Decision Trees | |
Feb 19: Lecture 9 | Classification (4): Model Evaluation Measures Assignment 1 Due. |
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Feb 24: Lecture 10 | Classification (4): Model Evaluation Measures Assignment 2 Out. |
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Feb 26: Lecture 11 | Classification (5): Instance-based methods; Probability review; Naive Bayes classifier |
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Mar 2: Lecture 12 | Classification (6): Neural networks: perceptron. | |
Mar 4: Lecture 13 | Classification (7): Neural networks: backpropagation. | |
Mar 9: Spring Break | NO CLASS | |
Mar 11: Spring Break | NO CLASS | |
Mar 16: Lecture 14 | NO CLASS. Extended Spring Break! | |
Mar 18: Lecture 15 |
NO CLASS. Extended Spring Break! Project pitch is postponed! |
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Mar 23: Lecture 16 | SVMs; Bias and Variance Assignment 2 Due |
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Mar 25: Lecture 17 | Ensemble methods |
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Mar 30: Lecture 18 |
Project pitch Assignment 3 Out |
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Apr 1: Lecture 19 | Boosting; Clustering (1) | |
Apr 6: Lecture 20 |
Clustering (2) Project Proposal Due |
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Apr 8: Lecture 21 |
Clustering (3) |
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Apr 13: Lecture 22 | Anomaly Detection | |
Apr 15: Lecture 23 |
Anomaly Detection Assignment 3 Due Assignment 4 Out |
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Apr 20: Lecture 24 | Association Rule Mining | |
Apr 22: Lecture 25 |
Association Rule Mining Exam |
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Apr 27: Lecture 26 |
Association Rule Mining |
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Apr 29: Lecture 27 |
Advanced Topics Assignment 4 Due |
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May 4: Lecture 28 | Advanced Topics |
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May 9: | TBD |
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May 11: | TBD Project Presentation and Project Report DUE |