Natural Language Processing (NLP) Projects Repository

Welcome to the Natural Language Processing (NLP) Projects Repository! This repository is a collection of NLP projects that explore various techniques, libraries, and methodologies for text analysis.

Methods and Models

Text Preprocessing

• Different text Preprocessing techniques

• Lemmatization: Projects demonstrating the use of lemmatization techniques using libraries like NLTK and spaCy.

• Stemming: Projects showcasing stemming techniques for text data preprocessing.

• Stopwords Removal: Learn how to remove common stopwords from text data to improve text analysis.

Text Vectorization Techniques

• Count Vectorizer: Explore the basics of text vectorization using the Count Vectorizer technique.
• Bag of Words (BoW): Implement Bag of Words models for text representation.

Text Classification Projects

• Using Bag of Words and TFIDF vectorizer

Word Embeddings

• Word2Vec: Dive into word embeddings using the Word2Vec model for semantic analysis.
• Average Word2Vec: Projects using Average Word2Vec models for text representation.

Deep Learning Models

• Long Short-Term Memory (LSTM): Understand the fundamentals of LSTM networks and apply them to various NLP tasks.
• Bi-directional LSTM: Extend your understanding of LSTM with bi-directional LSTM models for improved sequence analysis.
• Transformers: Explore transformer-based models for advanced NLP tasks, including text generation and translation.
• Recurrent Neural Networks (RNN): Apply RNNs in NLP tasks such as sentiment analysis and text classification.

Additional Models and Algorithms

• Sentiment Analysis: Analyze sentiment in text data using various algorithms.
• Text Summarization: Projects focused on text summarization techniques.
• Chatbots: Build chatbots and conversational agents using NLP.
• And More: Explore various other NLP tasks and algorithms, including text generation, entity recognition, and topic modeling.

List of Projects

Project 1: Lemmatization for Sentiment Analysis

• Description: This project demonstrates lemmatization techniques for sentiment analysis using NLTK.
• Directory: lemmatization_sentiment_analysis_project

Project 2: Bi-directional LSTM for Text Classification

• Description: Implement bi-directional LSTM networks for text classification tasks.
• Directory: bi_lstm_text_classification_project

Project 3: Transformers for Text Generation

• Description: Explore the power of transformer models for text generation and creative writing.
• Directory: transformers_text_generation_project

Project 4: Chatbot Development

• Description: Build a chatbot using NLP techniques for interactive conversations.
• Directory: chatbot_project

Project 5: Future Projects (To Be Completed)

• Description: Stay tuned for upcoming NLP projects covering a wide range of models and algorithms.
• Directory: future_projects (To be created)

Getting Started

Each project directory contains detailed documentation and code to help you get started with the respective NLP technique or task. Simply navigate to the project of interest and follow the instructions provided in the README files.

Contributions

Contributions to this repository are highly encouraged! If you have an NLP project you'd like to add or if you'd like to improve existing projects, please feel free to fork this repository, make your changes, and submit a pull request.

License

This repository is open-source and available under the MIT License. You are free to use, modify, and distribute the code as per the license terms.

Stay tuned for more exciting NLP projects and enhancements!

Happy NLP coding!