Data Science: Natural Language Processing (NLP) in Python [CourseDevil]

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02 Build your own spam detector

008 Other types of features.mp4 (2.5 MB)
006 Build your own spam detector - description of data.mp4 (3.5 MB)
007 Build your own spam detector - the code.mp4 (12.5 MB)

04 NLTK Exploration

011 NLTK Exploration POS Tagging.mp4 (3.6 MB)
012 NLTK Exploration Stemming and Lemmatization.mp4 (4.0 MB)
013 NLTK Exploration Named Entity Recognition.mp4 (6.7 MB)

01 Natural Language Processing - What is it used for

004 The Central Message of this Course.mp4 (3.7 MB)
003 Why is NLP hard.mp4 (3.9 MB)
001 Introduction and Outline.mp4 (4.9 MB)
005 How to Succeed in this Course.mp4 (8.8 MB)
002 NLP Applications.mp4 (10.9 MB)

06 Write your own article spinner

018 Trigram Model.mp4 (3.9 MB)
017 Article Spinning Introduction.mp4 (4.6 MB)
019 Writing an article spinner in Python.mp4 (26.0 MB)

05 Latent Semantic Analysis

014 Latent Semantic Analysis - What does it do.mp4 (3.9 MB)
015 PCA and SVD - The underlying math behind LSA.mp4 (13.2 MB)
016 Latent Semantic Analysis in Python.mp4 (25.4 MB)

07 How to learn more about NLP

020 What we didnt talk about.mp4 (4.3 MB)

03 Build your own sentiment analyzer

009 Description of Sentiment Analyzer.mp4 (5.6 MB)
010 Sentiment Analysis in Python.mp4 (43.5 MB)

08 Appendix

023 How to Code by Yourself part 2.mp4 (14.8 MB)
022 How to Code by Yourself part 1.mp4 (24.5 MB)
021 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4 (43.9 MB)

Description

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Data Science: Natural Language Processing (NLP) in Python
In this course you will build MULTIPLE practical systems using natural language processing, or NLP - the branch of machine learning
and data science that deals with text and speech. This course is not part of my deep learning series, so it doesn't contain any hard
math - just straight up coding in Python. All the materials for this course are FREE.

What Will I Learn?
Write your own spam detection code in Python
Write your own sentiment analysis code in Python
Perform latent semantic analysis or latent semantic indexing in Python
Have an idea of how to write your own article spinner in Python