Natural Language Processing (NLP) is the computer's ability to understand human language as its spoken and written. The ultimate goal of natural language processing is to help computers understand language as well as we do.
Key Techniques in NLP:
- Text Segmentation: Breaking down text into smaller, more manageable pieces like words or sentences.
- Parsing: Analyzing the grammatical structure of a sentence.
- Named Entity Recognition (NER): Identifying and classifying key elements in text (like names of people, organizations, dates).
- Sentiment Analysis: Determining the emotional tone behind a body of text
Why NLP is Important:
- Enables more natural and intuitive communication with machines through voice assistants, chatbots, and other applications.
- Automating tasks such as sorting emails, data entry, and customer service inquiries.
- Allows for the processing and understanding of large volumes of unstructured data.
- Assists individuals with disabilities by providing speech-to-text and text-to-speech functionalities.
- Breaks down language barriers through real-time translation services.
- Offers personalized responses and support, improving customer satisfaction and engagement.
- Helps businesses understand customer opinions and emotions through analysis of reviews, social media posts, and feedback.
- Provides businesses and professionals with actionable insights derived from text data.
Reading material:
1. https://shorturl.at/QB4LE
2. https://shorturl.at/reWdA
In-depth YouTube playlist: https://shorturl.at/HBKZv
NLP Python tutorial playlist: https://shorturl.at/vC19S
Categories : Machine Learning
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