HACKINNO 🌟🚀

Welcome to HACKINNO – a groundbreaking project designed to revolutionize news consumption with intelligent features for summarization, validity verification, and interactive engagement. This repository includes the code and resources for HACKINNO, showcasing a sophisticated system built with a diverse tech stack to deliver reliable news and an engaging user experience.

Table of Contents 📚

1. Features ✨
   • News Fetching and Summarization 📰📋
   • Multimodal Deepfake Detection 🔍🚫
   • Audio Feature 🎤🔊
   • News AI Anchor 🎙️🤖
   • HACKINNO Community 🗣️🌍
2. Tech Stack 🛠️
3. Getting Started 🚀
4. Contributing 🤝
5. License 📜
6. Contact Information 📬

Features ✨

News Fetching and Summarization 📰📋

• API Integration: Connects to various news APIs (e.g., NewsAPI, Bing News Search) to fetch the latest news from diverse sources.
• Machine Learning Summarization: Utilizes advanced ML models like BERT and Shine Transformer to summarize articles into concise 60-word summaries.
• Frontend Display: Summaries are presented in a user-friendly format using HTML, CSS, jQuery, and Bootstrap.

Multimodal Deepfake Detection 🔍🚫

• Detection Model: Implements a multimodal deepfake detection model combining image and text analysis to assess news authenticity.
• Automatic Validity Checks: Flags potentially misleading or false news articles with real-time verification.
• Validity Indicator: Provides clear visual indicators of news validity.

Audio Feature 🎤🔊

• Text-to-Speech (TTS) Conversion: Converts text summaries into audio using advanced TTS services (e.g., Google Text-to-Speech).
• Engaging Visuals: Includes relevant images or graphics using React components.
• Integrated Audio Player: Features an intuitive audio player built with JavaScript and React.

News AI Anchor 🎙️🤖

• AI-Powered Anchor: An AI-driven news anchor reads summaries aloud, leveraging Generative AI and advanced NLP techniques.
• Interactive Feature: Provides a dynamic and interactive way for users to consume news.

HACKINNO Community 🗣️🌍

• Discussion Forum: A vibrant forum built with React and Node.js where users can share news, comment, and engage in discussions.
• Profile Management: Users can create profiles, follow others, and interact with community members.
• Moderation Tools: Includes moderation tools to ensure respectful and relevant discussions.

Tech Stack 🛠️

• Frontend: HTML, CSS, jQuery, Bootstrap, TypeScript, React
• Backend: Node.js, Apollo
• Databases: PostgreSQL, MongoDB
• Authentication: OAuth
• Machine Learning & NLP: Transformers, NumPy, pandas, Matplotlib, Seaborn, spaCy, NLTK, BERT, Shine Transformer
• Generative AI: LangChain
• Visualization & Analysis: Matplotlib, Seaborn

Getting Started 🚀

1. Clone the Repository:

   git clone https://github.com/chayanC7mondal/HACKINNO.git

2. Install Dependencies: Navigate to the project directory and install the required dependencies.

   cd HACKINNO
   npm install  # For Node.js projects
   pip install -r requirements.txt  # For Python projects with ML models

3. Run the Application: Start the backend and frontend servers as instructed in the documentation.

   npm start  # For Node.js projects

   Follow additional instructions for setting up the ML models and database.

Contributing 🤝

We welcome contributions from the community! Please follow the standard fork-and-pull request workflow. For detailed contribution guidelines, refer to our CONTRIBUTING.md file.

License 📜

This project is licensed under the MIT License. See the LICENSE file for details.