https://github.com/md-emon-hasan/learn_nlp
Natural Language Processing (NLP) techniques and implementations using Python and popular libraries like NLTK, spaCy, and Transformers.
https://github.com/md-emon-hasan/learn_nlp
deep-learning machine-learning natural-language-processing nlp nlp-library text-generation text-processing
Last synced: 3 months ago
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Natural Language Processing (NLP) techniques and implementations using Python and popular libraries like NLTK, spaCy, and Transformers.
- Host: GitHub
- URL: https://github.com/md-emon-hasan/learn_nlp
- Owner: Md-Emon-Hasan
- License: apache-2.0
- Created: 2023-10-10T10:23:53.000Z (almost 2 years ago)
- Default Branch: master
- Last Pushed: 2024-07-09T09:03:13.000Z (about 1 year ago)
- Last Synced: 2025-03-02T21:43:08.998Z (7 months ago)
- Topics: deep-learning, machine-learning, natural-language-processing, nlp, nlp-library, text-generation, text-processing
- Language: Jupyter Notebook
- Homepage:
- Size: 32.7 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Natural Language Processing (NLP)
Welcome to the **Natural Language Processing (NLP)** repository! This repository is designed to help you explore and understand Natural Language Processing (NLP) techniques and applications. Whether you're new to NLP or looking to expand your knowledge, you'll find tutorials, examples, and projects here to support your learning journey.
## 📋 Contents
- [Introduction](#introduction)
- [Topics Covered](#topics-covered)
- [Getting Started](#getting-started)
- [Contributing](#contributing)
- [Challenges Faced](#challenges-faced)
- [Lessons Learned](#lessons-learned)
- [Why I Created This Repository](#why-i-created-this-repository)
- [License](#license)
- [Contact](#contact)
---
## 📖 Introduction
This repository serves as a comprehensive resource for learning Natural Language Processing (NLP) techniques and applications. It covers various aspects of NLP, including text processing, sentiment analysis, language modeling, and more. Whether you're a student, researcher, or developer, you'll find valuable resources to enhance your understanding and skills in NLP.
---
## 🔍 Topics Covered
- **Text Preprocessing:** Tokenization, stemming, lemmatization.
- **Sentiment Analysis:** Analyzing sentiment from text data.
- **Named Entity Recognition (NER):** Identifying named entities in text.
- **Text Classification:** Classifying text into categories or labels.
- **Language Modeling:** Generating text and predicting sequences.
- **Deep Learning for NLP:** Using neural networks for NLP tasks.
- **Applications:** Chatbots, information retrieval, machine translation.
---
## 🚀 Getting Started
To get started with learning NLP, follow these steps:
1. **Clone the repository:**
```bash
git clone https://github.com/Md-Emon-Hasan/Learn_NLP.git
```
2. **Navigate to the project directory:**
```bash
cd Learn_NLP
```
3. **Explore topics and examples:**
- Each directory contains tutorials, examples, or projects related to specific NLP topics.
---
## 🤝 Contributing
Contributions to improve or expand the repository are welcome! Here's how you can contribute:
1. **Fork the repository.**
2. **Create a new branch:**
```bash
git checkout -b feature/new-feature
```
3. **Make your changes:**
- Add new tutorials, examples, or improve existing documentation.
4. **Commit your changes:**
```bash
git commit -am 'Add a new feature or update'
```
5. **Push to the branch:**
```bash
git push origin feature/new-feature
```
6. **Submit a pull request.**
---
## 🛠️ Challenges Faced
Throughout the development of this repository, challenges were encountered, including:
- Implementing complex NLP algorithms and models.
- Handling large-scale text data and optimizing performance.
- Integrating diverse NLP techniques into cohesive applications.
---
## 📚 Lessons Learned
Key lessons learned from developing this repository include:
- Enhanced understanding of NLP fundamentals and advanced techniques.
- Proficiency in using libraries and frameworks for NLP tasks.
- Importance of practical application and experimentation in mastering NLP concepts.
---
## 🌟 Why I Created This Repository
I created this repository to provide a structured and accessible learning resource for NLP enthusiasts. It aims to facilitate learning, experimentation, and application of NLP techniques across various domains, from academia to industry.
---
## 📜 License
This project is licensed under the Apache License 2.0. See the [LICENSE](LICENSE) file for more details.
---
## 📬 Contact
- **Email:** [iconicemon01@gmail.com](mailto:iconicemon01@gmail.com)
- **WhatsApp:** [+8801834363533](https://wa.me/8801834363533)
- **GitHub:** [Md-Emon-Hasan](https://github.com/Md-Emon-Hasan)
- **LinkedIn:** [Md Emon Hasan](https://www.linkedin.com/in/md-emon-hasan)
- **Facebook:** [Md Emon Hasan](https://www.facebook.com/mdemon.hasan2001/)
Feel free to reach out for any questions, feedback, or collaboration opportunities!