Table of Contents
Syllabus and References
| Event | Date | Description | References |
|---|---|---|---|
| Introductory Lecture | Jan 7 | General Introduction | [ Lecture Slides ] |
| Lecture 1 | Jan 16 | NLP: An Introduction | [ Lecture Slides ] |
| Lecture 2 | Jan 21 | Getting Started with NLP | [ Lecture Slides ] |
| Lecture 3 | Jan 22 | Words | [ Lecture Slides ] |
| Lecture 4 | Jan 23 | Words: Finding Collocations | [ Lecture Slides ] |
| Lecture 5 | Jan 24 | Words: Finding Collocations (contd.) | [ Lecture Slides ] |
| Lecture 6 | Jan 28 | Words: Morphology:: Parsing a word | [ Lecture Slides ] |
| Lecture 7 | Jan 29 | Language Modeling | [ Lecture Slides ] |
| Lecture 8 | Jan 30 | Language Modeling (contd.) | [ Lecture Slides ] |
| Lectures - | Feb 4 - Feb 19 | Slides are not used | |
| Lecture - | Feb 20 | Neural Language Modeling | [ Lecture Slides ] |
| Lecture - | Mar 11 | Vector Semantics: Part 1 and 2 | [ Lecture Slides 1, Lecture Slides 2] |
| Lecture - | Mar 26 | Sequence Tagging: Trigram HMM Inference | [ Lecture Slides] |
Assignments
To be updated
Text and Reference Book(s)
- FSNLP: Chris Manning and Hinrich Schütze. Foundations of Statistical Natural Language Processing. MIT Press, Cambridge, MA: May 1999. Companion Website
- DHS: Duda, Richard O., Peter E. Hart, and David G. Stork. Pattern Classification. John Wiley & Sons, 2012. Companion Website
- SLP: Jurafsky, Dan, and James H. Martin. Speech and Language Processing. Pearson Education India, 2000. Companion Website
- NNLM: Simon O. Haykin. Neural Networks and Learning Machines. Pearson Education India, 2009. Companion Website
Tutorials: NLP + Python
- Natural language Toolkit (NLTK) Tutorial: Book Set Up
- Python Numpy Tutorial: Stanford CS231n
- python-crfsuite Tutorial: Official Homepage
- Theano Tutorial: Speeding up your Neural Network with Theano and the GPU
Similar Courses
- Columbia University, Advanced NLP by Prof. Collins
- Stanford University, Deep Learning for Natural Language Processing
- Stanford University, Natural Language Understanding
- IIT Delhi, NLP by Dr. Mausam
- Stanford University, Convolutional Neural Networks for Visual Recognition
- Stanford University, Natural Language Processing with Deep Learning
NLP Conference Calendar
Click here to access unofficially official conference calendar for the fields of Computational Linguistics and Natural Language Processing