https://github.com/prajakta1321/nlp-based-text-analysis

This repository is a hands-on exploration of essential NLP concepts, designed to build a strong foundation in text analysis. It offers practical exercises to understand how machines process and interpret human language.
https://github.com/prajakta1321/nlp-based-text-analysis

kmeans-clustering natural-language-processing nlp textanalysis

Last synced: 7 months ago
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This repository is a hands-on exploration of essential NLP concepts, designed to build a strong foundation in text analysis. It offers practical exercises to understand how machines process and interpret human language.

• Host: GitHub
• URL: https://github.com/prajakta1321/nlp-based-text-analysis
• Owner: prajakta1321
• Created: 2023-12-13T14:09:19.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2024-11-18T12:38:11.000Z (over 1 year ago)
• Last Synced: 2024-11-18T14:15:51.087Z (over 1 year ago)
• Topics: kmeans-clustering, natural-language-processing, nlp, textanalysis
• Language: Jupyter Notebook
• Homepage:
• Size: 347 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# NLP-based-Text-Analysis

 

Text analysis (TA) is a machine learning technique used to automatically extract valuable insights from unstructured text data.

TA is a fundamental component of Natural Language Processing (NLP). It is an application area within NLP, focusing on the analysis, interpretation, and extraction of meaningful information from textual data.

 

This repository contains basic Natural Language Processing (NLP) techniques used for practicing key concepts like text extraction, tokenization, clustering, and classification.

***Techniques Practiced***

***K-Means Clustering:***

Applied for unsupervised grouping of similar text data.

***Multinomial Naive Bayes:***

Used for classifying text into different categories.

***Text Processing:***

Includes tokenization, feature extraction (Bag of Words, TF-IDF), and basic text analysis functions.

Purpose

This repository serves as a practice space for implementing and refining foundational NLP techniques on a sample dataset.

# NLP-based Text Analysis

This is a project for NLP-based text analysis.

![NLP Repo Graph](https://github.com/prajakta1321/NLP-based-Text-Analysis/blob/main/NLP%20repo%20graph.png)