Computational Linguistics I
CMSC723
University of Maryland
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Lectures
Subject to change.
Date
Topics
Readings
Optional Advanced Readings
Tu Aug 29
Introduction to Computational Linguistics
Th Aug 31
Distributional Semantics, Word Sense Disambiguation
SLP3 Ch15
Tu Sep 5
Supervised Classification, Bag of Words, Naive Bayes
SLP3 7.1 and 7.4
Th Sep 7
Project 1 set-up office hour
Tu Sep 12
Perceptron, Logistic Regression
CIML ch4
Th Sep 14
Neural networks
SLP3 8.1-8.4
Tu Sep 19
Dense word embeddings
SLP3 ch16
Th Sep 21
N-gram language models
SLP3 ch4
Tu Sep 26
Neural language models
Seq2Seq 5-6
Th Sep 28
POS tagging
SLP3 10.1-10.3
Tu Oct 3
Structured prediction
CIML ch17
Th Oct 5
Grammar, Syntactic parsing
SLIP3 14.1-14.3
Tu Oct 10
Exam 1
Th Oct 12
Dependency parsing
SLP3 ch14(14.4-end)
Tu Oct 17
Dependency parsing II
SLP3 ch14
Th Oct 19
Imitation Learning
CIML ch18
Tu Oct 24
Intro to Machine Translation
Th Oct 26
Sequence to sequence models
seq2seq Sec 7
Tu Oct 31
Neural MT, attention
seq2seq sec 8
Th Nov 2
Statistical MT
Collin's notes
Tu Nov 7
Phrase-based MT
Collin's notes
Th Nov 9
Multilingual models
Tu Nov 14
Multilingual models
Th Nov 16
Exam 2
Web Accessibility