Section 1 : Introduction

Lecture 1 About Certification Pdf
Lecture 2 Curriculum Overview 3:1
Lecture 3 Installation and Setup Lecture 11:43
Lecture 4 FAQ - Frequently Asked Questions Pdf

Section 2 : Python Text Basics

Lecture 5 Introduction to Python Text Basics 0:31
Lecture 6 Working with Text Files with Python - Part One.
Lecture 7 Working with Text Files with Python - Part Two. 20:33
Lecture 8 Working with PDFs 12:27
Lecture 9 Regular Expressions Part One 15:12
Lecture 10 Regular Expressions Part Two 10:29
Lecture 11 Python Text Basics - Assessment Overview 2:17
Lecture 12 Python Text Basics - Assessment Solutions 6:48

Section 3 : Natural Language Processing Basics

Lecture 13 Introduction to Natural Language Processing 0:33
Lecture 14 Spacy Setup and Overview 7:17
Lecture 15 What is Natural Language Processing
Lecture 16 Spacy Basics
Lecture 17 Tokenization - Part One 15:32
Lecture 18 Tokenization - Part Two 6:7
Lecture 19 Stemming 9:17
Lecture 20 Lemmatization 6:26
Lecture 21 Stop Words 4:50
Lecture 22 Phrase Matching and Vocabulary - Part One 14:26
Lecture 23 Phrase Matching and Vocabulary - Part Two 6:36
Lecture 24 NLP Basics Assessment Overview 2:39
Lecture 25 NLP Basics Assessment Solution 7:33

Section 4 : Part of Speech Tagging and Named Entity Recognition

Lecture 26 Introduction to Section on POS and NER 0:26
Lecture 27 Part of Speech Tagging
Lecture 28 Visualizing Part of Speech 5:59
Lecture 29 Named Entity Recognition - Part One 9:52
Lecture 30 Named Entity Recognition - Part Two 9:14
Lecture 31 Visualizing Named Entity Recognition 7:5
Lecture 32 Sentence Segmentation 15:54
Lecture 33 Part Of Speech Assessment 2:14
Lecture 34 Part Of Speech Assessment - Solutions 8:17

Section 5 : Text Classification

Lecture 35 Introduction to Text Classification 0:44
Lecture 36 Machine Learning Overview 9:48
Lecture 37 Classification Metrics 11:49
Lecture 38 Confusion Matrix 9:44
Lecture 39 Scikit-Learn Primer - How to Use SciKit-Learn 4:12
Lecture 40 Scikit-Learn Primer - Code Along Part One 15:16
Lecture 41 Scikit-Learn Primer - Code Along Part Two 8:40
Lecture 42 Text Feature Extraction Overview 6:15
Lecture 43 Text Feature Extraction - Code Along Implement 14:24
Lecture 44 Text Feature Extraction - Code Along - Part Tw 10:52
Lecture 45 Text Classification Code Along Project 1:2
Lecture 46 Text Classification Assessment Overview 10:50
Lecture 47 Text Classification Assessment Solutions 6:29

Section 6 : Semantics and Sentiment Analysis

Lecture 48 Introduction to Semantics and Sentiment Analys 0:26
Lecture 49 Overview of Semantics and Word Vectors 7:31
Lecture 50 Semantics and Word Vectors with Spacy 17:11
Lecture 51 Sentiment Analysis Overview 4:38
Lecture 52 Sentiment Analysis with NLTK 13:5
Lecture 53 Sentiment Analysis Code Along Movie Review Pro 7:39
Lecture 54 Sentiment Analysis Project Assessment 2:41
Lecture 55 Sentiment Analysis Project Assessment - Soluti 11:4

Section 7 : Topic Modeling

Lecture 56 Introduction to Topic Modeling Section 0:33
Lecture 57 Overview of Topic Modeling 1:57
Lecture 58 Latent Dirichlet Allocation Overview 10:39
Lecture 59 Latent Dirichlet Allocation with Python - Part 8:49
Lecture 60 Latent Dirichlet Allocation with Python - Part 16:27
Lecture 61 Non-negative Matrix Factorization Overview 6:48
Lecture 62 Non-negative Matrix Factorization with Python 11:37
Lecture 63 Topic Modeling Project - Overview 3:36
Lecture 64 Topic Modeling Project - Solutions 6:32

Section 8 : Deep Learning for NLP

Lecture 65 Introduction to Deep Learning for NLP 0:47
Lecture 66 The Basic Perceptron Model 5:7
Lecture 67 Introduction to Neural Networks 6:30
Lecture 68 Keras Basics - Part One 13:39
Lecture 69 Keras Basics - Part Two 5:15
Lecture 70 Recurrent Neural Network Overview 7:42
Lecture 71 LSTMs, GRU, and Text Generation
Lecture 72 Text Generation with LSTMs with Keras and Pyth 16:18
Lecture 73 Text Generation with LSTMs with Keras and Pyth 12:22
Lecture 74 Text Generation with LSTMS with Keras - Part T 13:51
Lecture 75 Chat Bots Overview 7:12
Lecture 76 Creating Chat Bots with Python - Part One 10:23
Lecture 77 Creating Chat Bots with Python - Part Two 12:52
Lecture 78 Creating Chat Bots with Python - Part Three 16:43
Lecture 79 Creating Chat Bots with Python - Part Four 18:4