Instructors: Prof. Ido Dagan and Dr. Yoav Goldberg
Emails: dagan,yogo / cs.biu.ac.il
Offices: Building 216
Office Hours: By email appointment
Managed via Piazza.
Assignment 1, deadline Nov 23, 2017. Submit on submit.cs.biu.ac.il.
Assignment 2, deadline Dec 11, 2017. Submit on submit.cs.biu.ac.il.
Assignment 3, deadline Jan 1, 2018. Submit on submit.cs.biu.ac.il
Assignment 4, deadline: Jan 29, 2018. Submit on submit.cs.biu.ac.il
Students who do not take the Machine Learning course should read the first 3 chapters of the following Book.
You are encouraged to read chapters 4 and 5 also (as well as the rest of the book, but this is not needed for our class).
Intro to Natural Language Processing, and discussion of the sentence-boundary detection task. slides | sentence boundary example 1 | example 2
Optional reading: Gillick 2009
PP Attachment and simple probabilistic modeling slides, data.
python example .html .ipynb
Parts of speech slides
Part of speech tagging with HMMs slides
Discriminative Training, more on Part of Speech Tagging slides slides2
Sequence Segmentation. slides
Syntax, PCFG, CKY. slides
Distributional Similarity. slides
More Distributional Similarity (embeddings). slides
More Parsing (heads, lexicalization, annotation, reranking). slides
Dependecny Parsing. slides
Relation Extraction. slides Word Senses. slides.
Unsupervised Learning and LDA. slides
Coreference Resolution. slides
Sentiment, Biases in Text, Ethics. main slides, "making a racist AI" .html,.ipynb, Bias In Text slides