(0) Cover
(1) Last Time
(2) Tagging
(3) Motivation
(4) How to determine the tag set?
(5) Penn Tree Tags
(6) Is Tagging Hard?
(7) Information Sources in Tagging
(8) Learning to Tag
(9) Transformation-based Learning (TBL)
(10) Transformations
(11) Transformation Templates
(12) Example of Transformations
(13) Learning component of TBL
(14) Algorithm
(15) Initialization
(16) Rule Application
(17) Rule Selection
(18) The Tagger
(19) Discussion
(20) Relation to Other Models
(21) Markov Model
(22) Parameter Estimation
(23) Example
(24) Estimating Transition Probabilities
(25) Estimating Emission Probabilities
(26) Dealing with Low Frequency Words
(27) Efficient Tagging
(28) Efficient Tagging
(29) The Viterbi Algorithm
(30) Performance
(31) Conclusions
Postscript