Instructor: Michael Collins (home)
Class times: Monday, Wednesday 4-5.30, Room 1-379.
Office hours: Thursdays 10.30-12, Room NE43-723. If you'd like to meet with me at other times, please send me email at mcollins at ai dot mit dot edu.
Lecture 1 (9/3/03): | Introduction .ps,.pdf |
Lecture 2 (9/8/03): | Language Modeling, and Smoothed estimation .ps,.pdf |
Lecture 3 (9/10/03): | Stochastic Parsing I .ps,.pdf |
Lecture 4 (9/15/03): | Stochastic Parsing II .ps,.pdf |
Lecture 5 (9/17/03): | Stochastic Parsing III .ps,.pdf |
Lecture 6 (9/24/03): | Log-Linear Models .ps,.pdf |
Lecture 7 (9/29/03): | Tagging .ps,.pdf |
Lecture 8 (10/1/03): | Log-Linear Models for Parsing, and the EM Algorithm Part I .ps,.pdf |
Lecture 9 (10/6/03): | The EM Algorithm, Part II .ps,.pdf |
Lecture 10 (10/8/03): | Machine Translation, Part I .ps,.pdf |
Lecture 11 (10/15/03): | Machine Translation, Part II .ps,.pdf |
Lecture 12 (10/20/03): | Machine Translation, Part III .ps,.pdf |
Lecture 13 (10/22/03): | Machine Translation, Part IV .ps,.pdf |
Lecture 14 (10/27/03): | Global Linear Models, Part I .ps,.pdf |
Lecture 15 (10/29/03): | Global Linear Models, Part II .ps,.pdf |
Lecture 16 (11/3/03): | Global Linear Models, Part III .ps,.pdf |
Lecture 17 (11/5/03): | Theories of Generalization .ps,.pdf |
Lecture 18 (11/12/03): | Word Sense Disambiguation .ps,.pdf |
Lecture 19 (11/17/03): | Guest Lecture (Regina Barzilay) |
Lecture 20 (11/19/03): | Information Extraction, and Partially Supervised Approaches .ps,.pdf |
Lecture 21 (11/24/03): | Relation Extraction .ps,.pdf |
Lecture 22 (12/1/03): | Dialogue Systems .ps,.pdf |
Lecture 23 (12/3/03): | Optimality Theory .ps,.pdf |
Lecture 24 (12/8/03): | Kernel Methods .ps,.pdf |