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NLP – Natural Language Processing with Python


Introduction :
Quick Check
1 question
Curriculum Overview
Installation and Setup Lecture
FAQ - Frequently Asked Questions

Python Text Basics :
Introduction to Python Text Basics
Working with Text Files with Python - Part One
Working with Text Files with Python - Part Two
Working with PDFs
Regular Expressions Part One
Regular Expressions Part Two
Python Text Basics - Assessment Overview
Python Text Basics - Assessment Solutions

Natural Language Processing Basics :
Introduction to Natural Language Processing
Spacy Setup and Overview
What is Natural Language Processing?
Spacy Basics
Tokenization - Part One
Tokenization - Part Two
Stemming
Lemmatization
Stop Words
Phrase Matching and Vocabulary - Part One
Phrase Matching and Vocabulary - Part Two
NLP Basics Assessment Overview
NLP Basics Assessment Solution

Part of Speech Tagging and Named Entity Recognition :
Introduction to Section on POS and NER
Part of Speech Tagging
Visualizing Part of Speech
Named Entity Recognition - Part One
Named Entity Recognition - Part Two
Visualizing Named Entity Recognition
Sentence Segmentation
Part Of Speech Assessment
Part Of Speech Assessment - Solutions

Text Classification :
Introduction to Text Classification
Machine Learning Overview
Classification Metrics
Confusion Matrix
Scikit-Learn Primer - How to Use SciKit-Learn
Scikit-Learn Primer - Code Along Part One
Scikit-Learn Primer - Code Along Part Two
Text Feature Extraction Overview
Text Feature Extraction - Code Along Implementations
Text Feature Extraction - Code Along - Part Two
Text Classification Code Along Project
Text Classification Assessment Overview
Text Classification Assessment Solutions

Semantics and Sentiment Analysis :
Introduction to Semantics and Sentiment Analysis
Overview of Semantics and Word Vectors
Semantics and Word Vectors with Spacy
Sentiment Analysis Overview
Sentiment Analysis with NLTK
Sentiment Analysis Code Along Movie Review Project
Sentiment Analysis Project Assessment
Sentiment Analysis Project Assessment - Solutions

Topic Modeling :
Introduction to Topic Modeling Section
Overview of Topic Modeling
Latent Dirichlet Allocation Overview
Latent Dirichlet Allocation with Python - Part One
Latent Dirichlet Allocation with Python - Part Two
Non-negative Matrix Factorization Overview
Non-negative Matrix Factorization with Python
Topic Modeling Project - Overview
Topic Modeling Project - Solutions

Deep Learning for NLP :
Introduction to Deep Learning for NLP
The Basic Perceptron Model
Introduction to Neural Networks
Keras Basics - Part One
Keras Basics - Part Two
Recurrent Neural Network Overview
LSTMs, GRU, and Text Generation
Text Generation with LSTMs with Keras and Python - Part One
Text Generation with LSTMs with Keras and Python - Part Two
Text Generation with LSTMS with Keras - Part Three
Chat Bots Overview
Creating Chat Bots with Python - Part One
Creating Chat Bots with Python - Part Two
Creating Chat Bots with Python - Part Three
Creating Chat Bots with Python - Part Four

BONUS SECTION: THANK YOU! :
BONUS LECTURE