Abu Dhabi Open Data Intelligence: Empowering Analytics with Falcon LLM Voice Bot
Challenge Background
The project, Abu Dhabi Open Data Intelligence, aims to harness the power of Falcon, an LLM developed by the Technical Innovation Institute in Abu Dhabi, to enhance analytics capabilities and insights derived from Abu Dhabi's open data (https://data.abudhabi/opendata/).
The Problem
The Abu Dhabi Open Data Intelligence project, in collaboration with the Omdena community, approach to empower analytics with Falcon LLM. By leveraging Falcon LLM, the project aims to develop a voice/text engine for advanced data analytics using Abu Dhabi's open data. Ethical considerations and responsible AI practices are central to the project, which will follow an iterative development approach and prioritize knowledge sharing within the project community.
The development of a user-friendly application using Streamlit or Gradio will provide an interactive interface for users to explore the voice/text engine's capabilities. Regular progress updates, blog posts, and a final presentation will highlight the accomplishments and outcomes of the project.
Goal of the Project
- Foster a collaborative environment through weekly core meetings and task-wide meetings to discuss progress, challenges, and ideas.
- Leverage Falcon LLM to develop a voice/text engine for advanced data analytics using Abu Dhabi's open data.
- Ensure ethical considerations and responsible AI practices throughout the development and implementation process.
- Follow an iterative development approach, continuously improving the voice/text engine based on feedback and experimentation.
- Develop a user-friendly application using Streamlit or Gradio to provide an intuitive interface for interacting with the voice/text engine.
Project Timeline
Introduction, Teams Formation, Tasks Distribution, Research and data collection
Data collection/ Pre-processing - Model Study
Data preprocessing / insights - Model template design
Voice Engine Development - Model training
LangChain Chains Development - Bot development
Bot Deployment and final reporting
What you'll learn
1. To develop voice/text engine powered by Falcon LLM, enabling advanced data analytics and insights from Abu Dhabi's open data.
2. Develop a user-friendly application using Streamlit or Gradio to provide an interactive interface for users to explore the voice/text engine's capabilities.
First Omdena Local Chapter Project?
Beginner-friendly, but also welcomes experts
Education-focused
Duration: 4 to 8 weeks
Open-source
Your Benefits
Address a significant real-world problem with your skills
Build your project portfolio
Access paid projects (as an Omdena Top Talent)
Get hired at top organizations
Requirements
Good English
Suitable for AI/ Data Science beginners but also more senior collaborators
Learning mindset
Application Form
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