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https://github.com/blacksujit/chatsphere
ChatSphere is an advanced conversational AI bot designed to engage users in natural and dynamic interactions. Utilizing the lightweight facebook/opt-125m model, ChatSphere delivers intelligent responses that enhance user experience and facilitate meaningful conversations. This innovative chatbot is engineered to understand context, sentiment,intent
https://github.com/blacksujit/chatsphere
arcitecture-designer bots chatbot conversational-ai domainspecificlanguage multilingual-models pretrained-models research-project transformers
Last synced: about 1 month ago
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ChatSphere is an advanced conversational AI bot designed to engage users in natural and dynamic interactions. Utilizing the lightweight facebook/opt-125m model, ChatSphere delivers intelligent responses that enhance user experience and facilitate meaningful conversations. This innovative chatbot is engineered to understand context, sentiment,intent
- Host: GitHub
- URL: https://github.com/blacksujit/chatsphere
- Owner: Blacksujit
- Created: 2024-10-20T19:57:09.000Z (3 months ago)
- Default Branch: main
- Last Pushed: 2024-11-20T17:12:21.000Z (about 2 months ago)
- Last Synced: 2024-11-20T18:22:52.927Z (about 2 months ago)
- Topics: arcitecture-designer, bots, chatbot, conversational-ai, domainspecificlanguage, multilingual-models, pretrained-models, research-project, transformers
- Language: Python
- Homepage:
- Size: 163 KB
- Stars: 1
- Watchers: 2
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Introducing the ChatSphere , Tech News & Affairs Chatbot: Your Personal Guide to the World
![Header_gif_assembly-1](https://github.com/user-attachments/assets/93008d9d-8fdd-41a7-b42c-25bb7b4e7c12)
## Table of Contents
- [Glimpse Of Bot Interaction](#glimpse-of-bot-interaction)
- [A New Era of Information Access](#a-new-era-of-information-access)
- [The Story Behind the Curiosity and Innovation](#the-story-behind-the-curiosity-and-innovation)
- [The Concept: Bridging Information and Interaction](#the-concept-bridging-information-and-interaction)
- [Key Features](#key-features)
- [The Technical Marvel](#the-technical-marvel)
- [Conclusion: A New Way to Engage with the World](#conclusion-a-new-way-to-engage-with-the-world)## Glimpse Of Bot Interaction:
![image](https://github.com/user-attachments/assets/0355be5b-fe25-4e46-b72a-c8df730b5d93)
## A New Era of Information Access:
In an age where information is both abundant and overwhelming, the quest for clarity and reliability has never been more critical. Enter the Chatsphere News & Affairs Chatbot—a revolutionary tool designed to transform how we engage with the world's most pressing topics. From the latest headlines to cutting-edge technology and intricate foreign affairs, this chatbot is your personal guide to staying informed.
## The Story Behind the Curiosity and Innovation:
### The Challenge:
Every day, we are bombarded with a deluge of information from countless sources. The challenge lies in sifting through this noise to find accurate, relevant, and timely insights. As a tech enthusiast and global citizen, I found myself yearning for a solution that could distill this information into digestible, meaningful conversations.
### The Journey:
The journey began with a deep dive into the world of conversational AI. Inspired by the groundbreaking capabilities of models like GPT-2, I envisioned a chatbot that could not only answer questions but also engage users in thoughtful dialogue. This vision was fueled by
### The Vision:
The vision was clear: to create a chatbot that serves as a trusted companion in navigating the complexities of daily news, technology, and foreign affairs. A tool that empowers users to stay informed, make informed decisions, and engage with the world in a meaningful way.
### Research Inspirations
The development of this chatbot was inspired by several key research papers and studies in the field of conversational AI and natural language processing:
1. "Language Models are Few-Shot Learners" by Brown et al. (2020) - This paper introduced GPT-3, highlighting the potential of large language models in understanding and generating human-like text.
"Attention is All You Need" by Vaswani et al. (2017) - This seminal work on the Transformer architecture laid the foundation for modern NLP models, including GPT-2 and its variants.
"Conversational Agents: Goals, Technologies, and Challenges" by McTear et al. (2016) - A comprehensive overview of the state of conversational agents, providing insights into their applications and future directions.2. "A Survey on Chatbot Implementation in Customer Service Industry through Deep Neural Networks" by Adamopoulou and Moussiades (2020) - This survey explores the use of chatbots in various industries, offering valuable perspectives on their design and implementation.
## The Concept: Bridging Information and Interaction
ChatSphere is an advanced conversational AI bot designed to engage users in natural and dynamic interactions. Utilizing the lightweight facebook/opt-125m model, ChatSphere delivers intelligent responses that enhance user experience and facilitate meaningful conversations. This innovative chatbot is engineered to understand context, sentiment, and intent, making it a powerful tool for customer support, information retrieval, and interactive engagement.
### Key Features
- Real-time Updates: Stay ahead with the latest news and trends, delivered in real-time.
- Engaging Dialogue: Experience conversations that are as engaging as they are informative.
- Personalized Insights: Enjoy responses tailored to your unique interests and preferences.
- Seamless Integration: Easily integrate the chatbot with other platforms for a comprehensive experience.
### The Technical Marvel
### Tech Stack:
**- Language Model:** `facebook/opt-125m`, renowned for its efficiency and accuracy.
**- Framework:** Taipy, providing a scalable and flexible environment , you can visit the taipy documentation and framework information [here](https://taipy.io/)
**- Programming Language:** Python, chosen for its versatility and rich ecosystem.
**- Data Sources:** Curated from trusted news outlets and tech blogs to ensure reliability.
**- News API service for providing the timeley real-time updates regarding the news , tech and more**
### Integrations:
- API Connectivity: Access the latest headlines through seamless API integration.
- User Interface: A sleek web interface for intuitive interaction.
## Conclusion: A New Way to Engage with the World:
The Chatsphere News & Affairs Chatbot is more than a technological innovation; it's a new way to engage with the world. Whether you're a tech aficionado, a news enthusiast, or simply curious about global affairs, this chatbot is designed to enrich your understanding and enhance your daily life.
Join us on this journey to redefine how we access and interact with information. The world is at your fingertips—let the Taipy News & Affairs Chatbot be your guide.