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Natural Language Processing Basics
Curriculum
4 Sections
15 Lessons
4 Hours
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NLP Foundations
4
1.1
What Computers Do with Language
23 Minutes
1.2
Text Preprocessing Pipeline
12 Minutes
1.3
Tokenisation and Normalisation
11 Minutes
1.4
Bag of Words and TF-IDF
20 Minutes
Classic NLP Tasks
4
2.1
Text Classification
8 Minutes
2.2
Sentiment Analysis
15 Minutes
2.3
Named Entity Recognition
22 Minutes
2.4
Topic Modelling
8 Minutes
Modern NLP
4
3.1
Word Embeddings Intuition
14 Minutes
3.2
Transformers and Attention (Conceptual)
8 Minutes
3.3
Using Pre-Trained Models
22 Minutes
3.4
Fine-Tuning Basics
15 Minutes
NLP in Practice
3
4.1
Building a Text Classifier End-to-End
8 Minutes
4.2
Evaluation for NLP
10 Minutes
4.3
Course Project: Sentiment Analyser
20 Minutes
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