Introduction to Natural Language Processing (NLP): Understanding Human Language with Machines
๐ฃ๏ธ Introduction to Natural Language Processing (NLP)
Natural Language Processing (NLP) is a critical subfield of Artificial Intelligence (AI) focused on enabling computers to understand, interpret, and generate human language.
๐ง What is NLP?
NLP blends:
- ๐ Linguistics
- ๐ป Computer Science
- ๐ค Machine Learning
Together, these disciplines work to analyze text and speech data.
๐ ๏ธ Applications of NLP
- ๐ฌ Chatbots
- ๐ Machine Translation
- ๐ Sentiment Analysis
- ๐ฃ๏ธ Speech Recognition
- ๐ Information Retrieval
๐ง Core Challenge
The main difficulty in NLP lies in bridging the gap between:
- ๐งฉ The ambiguity, complexity, and contextual richness of human language
- ๐งฑ The rigid structure computers require for accurate processing
๐ What Youโll Learn
This tutorial will guide you through:
- ๐งฐ Fundamental concepts
- ๐ Key techniques
- ๐งช Practical implementations
that drive modern NLP systems.
๐งฉ Diagram: NLP Pipeline Overview
Input Text
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[Text Preprocessing]
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[Feature Extraction] ---> [Model Training] ---> [Prediction]
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NLP Applications (e.g. Chatbot)