Open Source Ecosystems

telegram: @king_menin


1 (21 )	: . , . Sequence labeling	, , POS-, .	. .
2 (28 )		. .
3 (12 )	.	.	.
4 (26 )	.	.	.

21

 : [git:sem1](https://github.com/king-menin/nlp-course/tree/master/sem%201)

1: intro.pdf

2: morphology.pdf, sem1.ipynb, : hw1.ipynb

Python:

nltk; nltk Python3

import nltk
nltk.download('stopwords')
nltk.download('punkt')

pymorphy2
matplotlib
pandas
sklearn

28

 : [git:sem2](https://github.com/king-menin/nlp-course/tree/master/sem%202)

3: topic modeling.pdf, topic modeling.ipynb ( , ) topic modeling.ipynb

4: classification.pdf, classification.ipynb ( , ) classification.ipynb, data-train.txt, : hw2.ipynb

Python:

nltk; nltk Python3

import nltk
nltk.download('stopwords')
nltk.download('punkt')

pymorphy2
matplotlib
pandas
sklearn
pymystem3
python-rake
wordcloud
gensim
pyLDAvis
fasttext ( fastText)

12

 : [ru.vec](https://www.dropbox.com/s/0x7oxso6x93efzj/ru.tar.gz), [all.txt](https://www.dropbox.com/s/ksm21a8y6lgl511/all.txt.zip?dl=0)

5: distributive semantic.pdf, ds.ipynb

Python:

gensim
pydsm
pyemd
matplotlib
sklearn
numpy

26

 : [ru.vec](https://www.dropbox.com/s/0x7oxso6x93efzj/ru.tar.gz), [dinos.txt](https://www.dropbox.com/s/e0v7ex10s5kfu0y/dinos.txt?dl=0), [articles_lemmatized_noSW.csv](https://www.dropbox.com/sh/513tgmhz2ollna5/AAB6W-J3zwKDxKHSUnhjaYINa?dl=0&preview=articles_lemmatized_noSW.csv)

6: neural networks on nlp.pdf, 4_RU_FNN_CNN.ipynb, 5_LM.ipynb

Python:

gensim
matplotlib
sklearn
keras
pandas

hw3-4.ipynb

( , )

Manning, Christopher D., and Hinrich Schtze. Foundations of statistical natural language processing. Vol. 999. Cambridge: MIT press, 1999.
Martin, James H., and Daniel Jurafsky. "Speech and language processing." International Edition 710 (2000): 25.
Cohen, Shay. "Bayesian analysis in natural language processing." Synthesis Lectures on Human Language Technologies 9, no. 2 (2016): 1-274.
Goldberg, Yoav. "Neural Network Methods for Natural Language Processing." Synthesis Lectures on Human Language Technologies 10, no. 1 (2017): 1-309.