Natural Language Processing (NLP) is a fascinating field that focuses on the interaction between computers and human (natural) languages. This course provides a comprehensive introduction to the fundamentals of NLP, covering key concepts, techniques, and applications.
Course Outline
Introduction to NLP
- What is NLP?
- Importance and applications of NLP
Data Preprocessing
- Text cleaning and normalization
- Tokenization and stemming
Language Models
- Statistical models
- Neural network models
Text Classification
- Sentiment analysis
- Topic modeling
Machine Translation
- Rule-based translation
- Statistical machine translation
- Neural machine translation
Practical Applications
- Chatbots
- Voice assistants
- Text summarization
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For a deeper understanding of NLP, check out our advanced course on Deep Learning for NLP.
Natural Language Processing