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Udemy - NLTK - Build Document Classifier And Spell Checker With Python
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NLP with Python - Analyzing Text with the Natural Language Toolkit (NLTK) - Natural Language Processing (NLP) Tutorial
What you'll learn:
NLTK Main Functions: Concordance, Similar, Lexical Dispersion Plot
Text Tokenization
Text Normalization: Stemming & Lemmatization
Text Tagging: Unigram, N-Gram, Regex
Text Classification
Project 1: Gender Prediction Application
Project 2: Document Classification Application
Information Extraction from Text: Chunking, Chinking, Name Entity Recognition
Source Code *.py Files of All Lectures
English Captions for All Lectures
Q&A board to send your questions and get them answered quickly
Requirements:
Good Python level. This Natural Language Processing (NLP) tutorial assumes that you already familiar with the basics of writing simple Python programs and that you are generally familiar with Python's core features (data structures, file handling, functions, classes, modules, common library modules, etc.).
Python 3.4+ (or 2.7). Please note that the tutorial codes are written in Python 3, but it is up to you to fine-tune them if you want to run them on Python 2.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/1. Introduction to NLP.mp4
12.9 MB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/1. Introduction to NLP.srt
9.2 KB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/2. Course Technical Requirements.html
2.4 KB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/2.1 requirements.txt
21 B
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/3. Installing and Setting Up NLTK.mp4
6 MB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/3. Installing and Setting Up NLTK.srt
5.4 KB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/3.1 requirements.txt
21 B
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/3.2 setting-up.py
29 B
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/4. NLTK Accessing Texts.mp4
9 MB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/4. NLTK Accessing Texts.srt
6.4 KB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/4.1 accessing-texts.py
214 B
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/5. Basic Functions concordance, similar, dispersion_plot, count.mp4
22.9 MB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/5. Basic Functions concordance, similar, dispersion_plot, count.srt
16.2 KB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/5.1 basic-functions.py
1.2 KB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/6. Summary NLTK Basic Functions.html
2.7 KB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/7. Frequency Distribution with NLTK.mp4
16.6 MB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/7. Frequency Distribution with NLTK.srt
12.2 KB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/7.1 Frequency-distributions.py
293 B
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/8. Frequency Distribution on Your Text with NLTK.mp4
8.6 MB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/8. Frequency Distribution on Your Text with NLTK.srt
7.4 KB
~Get Your Files Here !/1. Getting Started with NLTK (Natural Language Processing Toolkit)/8.1 personal-frequency-distribution.py
354 B
~Get Your Files Here !/10. Bonus Material/1. More NLP Tutorials.html
511 B
~Get Your Files Here !/10. Bonus Material/2. What's Next for You.html
2.1 KB
~Get Your Files Here !/2. Do you want to learn a specific NLP topic/1. Do you want to learn a specific NLTK or NLP topic.html
335 B
~Get Your Files Here !/3. Corpora/1. Accessing Corpora.mp4
17.9 MB
~Get Your Files Here !/3. Corpora/1. Accessing Corpora.srt
10.5 KB
~Get Your Files Here !/3. Corpora/1.1 accessing-corpora.py
1.1 KB
~Get Your Files Here !/3. Corpora/2. Loading Your Own Corpus.mp4
12.7 MB
~Get Your Files Here !/3. Corpora/2. Loading Your Own Corpus.srt
9.9 KB
~Get Your Files Here !/3. Corpora/2.1 loading-your-own-corpus.py
365 B
~Get Your Files Here !/3. Corpora/2.2 shakespeare-taming-of-the-shrew.txt
121.2 KB
~Get Your Files Here !/3. Corpora/3. Conditional Frequency Distribution.mp4
30.7 MB
~Get Your Files Here !/3. Corpora/3. Conditional Frequency Distribution.srt
18.5 KB
~Get Your Files Here !/3. Corpora/3.1 conditional-frequency-distribution.py
631 B
~Get Your Files Here !/3. Corpora/4. Lexical Resources Vocabulary.mp4
25.5 MB
~Get Your Files Here !/3. Corpora/4. Lexical Resources Vocabulary.srt
17.3 KB
~Get Your Files Here !/3. Corpora/4.1 lexical-resources-vocabulary.py
474 B
~Get Your Files Here !/3. Corpora/5. Terminology.html
3.5 KB
~Get Your Files Here !/3. Corpora/6. NLP Basic Terminology.html
149 B
~Get Your Files Here !/4. Processing Raw Text with NLTK/1. NLP Pipeline.mp4
31.8 MB
~Get Your Files Here !/4. Processing Raw Text with NLTK/1. NLP Pipeline.srt
8.2 KB
~Get Your Files Here !/4. Processing Raw Text with NLTK/2. Tokenization.mp4
33.7 MB
~Get Your Files Here !/4. Processing Raw Text with NLTK/2. Tokenization.srt
10.5 KB
~Get Your Files Here !/4. Processing Raw Text with NLTK/2.1 shakespeare-taming-of-the-shrew.txt
121.2 KB
~Get Your Files Here !/4. Processing Raw Text with NLTK/2.2 tokenization.py
565 B
~Get Your Files Here !/4. Processing Raw Text with NLTK/3. What is Token.html
149 B
~Get Your Files Here !/4. Processing Raw Text with NLTK/4. Regular Expressions.mp4
26.2 MB
~Get Your Files Here !/4. Processing Raw Text with NLTK/4. Regular Expressions.srt
15.5 KB
~Get Your Files Here !/4. Processing Raw Text with NLTK/4.1 regular-expressions.py
487 B
~Get Your Files Here !/4. Processing Raw Text with NLTK/5. Applications of Regex.mp4
18.3 MB
~Get Your Files Here !/4. Processing Raw Text with NLTK/5. Applications of Regex.srt
14.9 KB
~Get Your Files Here !/4. Processing Raw Text with NLTK/5.1 applications-of-regex.py
503 B
~Get Your Files Here !/4. Processing Raw Text with NLTK/6. Stemming.mp4
13.7 MB
~Get Your Files Here !/4. Processing Raw Text with NLTK/6. Stemming.srt
12.7 KB
~Get Your Files Here !/4. Processing Raw Text with NLTK/6.1 stemming.py
461 B
~Get Your Files Here !/4. Processing Raw Text with NLTK/7. Lemmatization.mp4
25.8 MB
~Get Your Files Here !/4. Processing Raw Text with NLTK/7. Lemmatization.srt
13.1 KB
~Get Your Files Here !/4. Processing Raw Text with NLTK/7.1 lemmatization.py
598 B
~Get Your Files Here !/4. Processing Raw Text with NLTK/8. Regex for Tokenization.mp4
20.7 MB
~Get Your Files Here !/4. Processing Raw Text with NLTK/8. Regex for Tokenization.srt
13.8 KB
~Get Your Files Here !/4. Processing Raw Text with NLTK/8.1 regex-for-tokenization.py
578 B
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/1. Tagger.mp4
18.6 MB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/1. Tagger.srt
13.4 KB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/1.1 tagger.py
504 B
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/2. Tagged Corpus.mp4
20.8 MB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/2. Tagged Corpus.srt
12.8 KB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/2.1 tagged-corpus.py
604 B
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/3. The Default Tagger.mp4
24.4 MB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/3. The Default Tagger.srt
14.3 KB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/3.1 default-tagger.py
434 B
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/4. Regexp Tagger.mp4
24.2 MB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/4. Regexp Tagger.srt
14.5 KB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/4.1 regex-tagger.py
330 B
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/5. Unigram Tagger.mp4
16.8 MB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/5. Unigram Tagger.srt
13.9 KB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/5.1 unigram-tagging.py
704 B
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/6. Ngram Tagger.mp4
19.5 MB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/6. Ngram Tagger.srt
16 KB
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/6.1 n-gram tagging.py
384 B
~Get Your Files Here !/5. Categorizing and Tagging Words with NLTK/7. POS Tagging.html
149 B
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/1. Machine Learning Overview.mp4
8.8 MB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/1. Machine Learning Overview.srt
8 KB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/2. Logic Of Naive Bayes.mp4
39.8 MB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/2. Logic Of Naive Bayes.srt
30.9 KB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/3. Project #1 Gender Prediction Application - Part 1.mp4
43.4 MB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/3. Project #1 Gender Prediction Application - Part 1.srt
34.5 KB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/3.1 gender-application-part1.py
1.8 KB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/4. Project #1 Gender Prediction Application - Part 2.mp4
27.2 MB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/4. Project #1 Gender Prediction Application - Part 2.srt
17.3 KB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/4.1 gender-application-part2.py
1.7 KB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/5. Project #1 Gender Prediction Application - Part 3.mp4
36.5 MB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/5. Project #1 Gender Prediction Application - Part 3.srt
20.7 KB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/5.1 gender-application-part3.py
2.6 KB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/6. Project #2 Document Classifier Application.mp4
65.1 MB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/6. Project #2 Document Classifier Application.srt
29.5 KB
~Get Your Files Here !/6. Sentiment Analysis Text Classification Practical Projects/6.1 document-classifier.py
992 B
~Get Your Files Here !/7. Extracting Info from Text/1. Information Extraction Architecture.mp4
5.8 MB
~Get Your Files Here !/7. Extracting Info from Text/1. Information Extraction Architecture.srt