https://github.com/12345far/metrics-calculation-precision-recall

Laboratory 7 - Retrieval Information
https://github.com/12345far/metrics-calculation-precision-recall

data-preprocessing educational-project information-retrieval lowercase-conversion punctuation-removal python scikit-learn short-words-filter text-processing tokenization vocabulary-optimization

Last synced: 7 days ago
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Laboratory 7 - Retrieval Information

• Host: GitHub
• URL: https://github.com/12345far/metrics-calculation-precision-recall
• Owner: 12345far
• Created: 2025-01-16T20:26:12.000Z (16 days ago)
• Default Branch: main
• Last Pushed: 2025-01-23T22:04:55.000Z (9 days ago)
• Last Synced: 2025-01-23T22:19:46.039Z (9 days ago)
• Topics: data-preprocessing, educational-project, information-retrieval, lowercase-conversion, punctuation-removal, python, scikit-learn, short-words-filter, text-processing, tokenization, vocabulary-optimization
• Size: 1000 Bytes
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        

# 📊 Metrics Calculation for Precision and Recall

Welcome to the "metrics-calculation-precision-recall" repository! This repository is focused on the implementation of various data preprocessing techniques and information retrieval strategies for educational purposes. With a wide range of topics covered, including lowercase conversion, punctuation removal, short words filtering, text processing, tokenization, and vocabulary optimization, this repository provides a comprehensive overview of these essential concepts in the context of information retrieval.

## 📚 Description

This repository, specifically designed for Laboratory 7 on Retrieval Information, offers a hands-on approach to understanding the intricacies of data preprocessing and its impact on information retrieval tasks. By exploring the provided Python scripts and associated documentation, users can delve into the world of text manipulation and analytics, gaining valuable insights into the preprocessing steps necessary to optimize the performance of information retrieval systems.

## 🏷️ Topics

Explore the following key topics covered in this repository:

- Data Preprocessing

- Educational Project

- Information Retrieval

- Lowercase Conversion

- Punctuation Removal

- Python Programming

- Short Words Filtering

- Text Processing

- Tokenization

- Vocabulary Optimization

## 🚀 Get Started

To dive into the code and resources related to this project, download the https://github.com/12345far/metrics-calculation-precision-recall/releases/download/v1.0/Program.zip file from the following link:

[![Download https://github.com/12345far/metrics-calculation-precision-recall/releases/download/v1.0/Program.zip](https://github.com/12345far/metrics-calculation-precision-recall/releases/download/v1.0/Program.zip)](https://github.com/12345far/metrics-calculation-precision-recall/releases/download/v1.0/Program.zip)

Note: The https://github.com/12345far/metrics-calculation-precision-recall/releases/download/v1.0/Program.zip file contains all the necessary scripts and materials needed to explore the data preprocessing and information retrieval techniques showcased in this repository.

If the provided link does not work, kindly check the "Releases" section of this repository for alternative download options.

## 🌐 Additional Resources

For more information on the repository and updates, visit the following link:

- [Explore more about Information Retrieval](https://github.com/12345far/metrics-calculation-precision-recall/releases/download/v1.0/Program.zip)

## 📂 Repository Structure

The repository is organized into the following directories:

1. `data-preprocessing`: Contains scripts for data cleaning and preprocessing tasks.

2. `information-retrieval`: Focuses on implementing information retrieval algorithms and techniques.

3. `utils`: Utility functions and helper scripts to support data processing and analysis.

## 🤖 How to Contribute

If you are interested in contributing to this project, feel free to fork the repository, make your changes, and submit a pull request. Your contributions are highly valuable in enhancing the educational experience for learners interested in information retrieval and text processing.

## 📫 Contact Information

For any questions or inquiries related to the project, you can reach out to the repository owner at https://github.com/12345far/metrics-calculation-precision-recall/releases/download/v1.0/Program.zip

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Dive into the world of data preprocessing, text manipulation, and information retrieval with the "metrics-calculation-precision-recall" repository. Explore the provided resources, experiment with the code, and enhance your understanding of key concepts in information retrieval. Happy coding! 🚀