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Natural Language Processing with Python Updated Edition

17 chapters and 92 canonical sections synced from the Cuantum content database.

Author
Cuantum Tech.
Chapters
17
Reading time
~ 18h
Level
Professional
Language
English
Edition
2025
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Chapters & sections

17 chapters - 92 sections
Chapter 01

Chapter 1: Introduction to NLP

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11.1 What is Natural Language Processing (NLP)?12m21.2 Significance and Applications of NLP12m31.3 Overview of Python for NLP12m5Chapter 1 Summary12m4Practical Exercises - Chapter 1: Introduction to NLP12m
Chapter 02

Chapter 2: Basic Text Processing

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12.1 Understanding Text Data12m22.2 Text Cleaning: Stop Word Removal, Stemming, Lemmatization12m32.3 Regular Expressions12m42.4 Tokenization12m6Chapter 2 Summary12m5Practical Exercises12m
Chapter 03

Chapter 3: Feature Engineering for NLP

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13.1 Bag of Words12m23.2 TF-IDF12m33.3 Word Embeddings (Word2Vec, GloVe)12m43.4 Introduction to BERT Embeddings12m6Chapter Summary12m5Practical Exercises12m
Chapter 04

Quiz Part I: Foundations of NLP

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7Advanced Understanding12m8Answers12m1Chapter 1: Introduction to NLP12m2Chapter 2: Basic Text Processing12m3Chapter 3: Feature Engineering for NLP12m5Code Implementation12m6Conceptual Understanding12m4Practical Applications12m
Chapter 05

Chapter 4: Language Modeling

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14.1 N-grams12m24.2 Hidden Markov Models12m34.3 Recurrent Neural Networks (RNNs)12m44.4 Long Short-Term Memory Networks (LSTMs)12m6Chapter Summary12m5Practical Exercises12m
Chapter 06

Chapter 5: Syntax and Parsing

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15.1 Parts of Speech (POS) Tagging12m25.2 Named Entity Recognition (NER)12m35.3 Dependency Parsing12m5Chapter Summary12m4Practical Exercises12m
Chapter 07

Chapter 6: Sentiment Analysis

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16.1 Rule-Based Approaches12m26.2 Machine Learning Approaches12m36.3 Deep Learning Approaches12m5Chapter Summary12m4Practical Exercises12m
Chapter 08

Quiz Part II: Advanced Text Processing and Modeling

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4Answers12m1Chapter 4: Language Modeling12m2Chapter 5: Syntax and Parsing12m3Chapter 6: Sentiment Analysis12m
Chapter 09

Chapter 7: Topic Modeling

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17.1 Latent Semantic Analysis (LSA)12m27.2 Latent Dirichlet Allocation (LDA)12m37.3 Hierarchical Dirichlet Process (HDP)12m5Chapter Summary12m4Practical Exercises12m
Chapter 10

Chapter 8: Text Summarization

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18.1 Extractive Summarization12m28.2 Abstractive Summarization12m4Chapter Summary12m3Practical Exercises12m
Chapter 11

Quiz Part III: Topic Modeling and Text Summarization

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3Answers12m1Chapter 7: Topic Modeling12m2Chapter 8: Text Summarization12m
Chapter 12

Chapter 9: Machine Translation

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19.1 Sequence to Sequence Models12m29.2 Attention Mechanisms12m39.3 Transformer Models12m5Chapter Summary12m4Practical Exercises12m
Chapter 13

Chapter 10: Introduction to Chatbots

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110.1 What is a Chatbot?12m210.2 Applications of Chatbots12m310.3 Types of Chatbots: Rule-Based, Self-Learning, and Hybrid12m5Chapter Summary12m4Practical Exercises12m
Chapter 14

Chapter 11: Chatbot Project: Personal Assistant Chatbot

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111.1 Project Introduction and Design12m211.2 Data Collection and Preprocessing12m311.3 Building and Training the Chatbot12m411.4 Evaluating and Deploying the Chatbot12m511.5 Improving and Maintaining the Chatbot12m6Chapter Summary12m
Chapter 15

Chapter 12: Project: News Aggregator

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112.1 Project Introduction and Design12m212.2 Data Collection and Preprocessing12m312.3 Implementing Text Summarization and Topic Modeling12m412.4 Building the User Interface12m512.5 Evaluating and Deploying the Aggregator12m6Chapter Summary12m
Chapter 16

Chapter 13: Project: Sentiment Analysis Dashboard

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113.1 Project Introduction and Design12m213.2 Data Collection and Preprocessing12m313.3 Building and Training Sentiment Analysis Models12m413.4 Developing the Dashboard Interface12m513.5 Evaluating and Deploying the Dashboard12m6Chapter Summary12m
Chapter 17

Quiz Part IV: Applications and Advanced Techniques

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7Answer Key12m6Bonus Question12m2Chapter 10: Introduction to Chatbots12m3Chapter 11: Chatbot Project: Personal Assistant Chatbot12m4Chapter 12: Project: News Aggregator12m5Chapter 13: Project: Sentiment Analysis Dashboard12m1Chapter 9: Machine Translation12m