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Natural Language Processing (NLP)

Bag of Words

Explore the Bag of Words model in NLP, focusing on converting text into numerical features.
Goal:
Learn how text is converted into numerical features.
3Lessons
6Micro-lessons
IntermediateDifficulty
Lesson 1

Understanding Bag of Words

Dive into the mechanics of the Bag of Words model.
Start2 Micro-lessons

Micro lesson 1
Tokenization and Frequency
Micro lesson 2
Feature Extraction
Lesson 2

Applications in NLP

Explore real-world applications of Bag of Words in NLP.
Start2 Micro-lessons

Micro lesson 1
Sentiment Analysis
Micro lesson 2
Text Classification
Lesson 3

Challenges and Solutions

Address common challenges and solutions in using Bag of Words.
Start2 Micro-lessons

Micro lesson 1
Handling Ambiguity
Micro lesson 2
Improving Accuracy