Fazeel Ahmed Khan@fazeel_ahmed

Our project is an AI-powered compliance analysis system that leverages Coral v1 and the Mistral AI API to evaluate GitHub repositories for domain-specific rules and regulations. The system is designed with a modular architecture consisting of a frontend, backend, and intelligent agents that work together seamlessly. The frontend allows users to input a GitHub repository URL, which is then processed by the backend and routed to specialized agents. These agents, in collaboration with the Fire-Crawl agent, extract the repository’s structure, metadata, and domain-relevant information. The results are compiled into a detailed compliance report, ensuring accuracy, efficiency, and adaptability across various domains.

- Photogrammetry Processing: Automatically processes drone images to create orthomosaic maps. - Modern Image Alignment: Uses edge detection, feature matching, and static point analysis for precise image placement. - Interactive Map Visualization: Displays processed images as overlays on interactive maps using Folium. - Multi-Resolution Tiling: Supports efficient map rendering at multiple zoom levels. - Performance Optimizations:Utilizes parallel processing and optimized image handling for large datasets. - Customizable Overlays: Enhanced overlays with popups, markers, and custom CSS for improved user experience. ## Usage - Upload drone images via the web interface. - Start photogrammetry processing from the dashboard. - View the generated orthomosaic and overlays on the interactive map. Key Technologies - Python, Django for backend and web framework - OpenCV, NumPy, Pillow for image processing - Folium** for map visualization - Concurrent Futures for parallel processing Advanced Techniques - Edge-based and Feature-based Alignment: Ensures accurate image stitching using Canny edge detection and ORB/SIFT feature matching. - Static Point Analysis: Fine-tunes image placement by analyzing overlapping features, similar to panorama stitching. - Multi-Resolution Tiles: Generates smaller, optimized PNG overlays for efficient map loading.

Welcome to the Space Chatbot Web Application—your interactive gateway to exploring our solar system, expanding your space knowledge, and staying up-to-date with current space news. In this application, users can navigate through a digital replica of the solar system and click on individual planets to learn about their unique characteristics, historical missions, and intriguing facts. At the heart of the platform is an AI assistant designed to answer all your space-related queries. Whether you're curious about astronomical phenomena, recent mission updates, or the latest in space technology, our chatbot is ready to provide clear, informative responses. This feature makes the application an excellent tool for students, educators, and enthusiasts alike. Additionally, the application boasts a dynamic "Picture of the Day" section. This area highlights a captivating image paired with a current news update related to space, ensuring that users are continually informed about the latest developments and discoveries in the field. Beyond exploration and AI-assisted learning, the web application offers interactive educational modules and quizzes. These features are designed to engage users and encourage a deeper understanding of space topics in a fun, accessible way. Experience a seamless blend of exploration, learning, and real-time updates—all from your browser. Whether you're embarking on a journey through the solar system or seeking answers to your burning space questions, our platform is here to fuel your curiosity and bring the wonders of space closer to you.

🕒You have 2 days to complete the challenge. Compete for exciting prizes and exclusive opportunities. It's an amazing opportunity to: 🚀 Compete to craft an app supercharged by IBM’s advanced AI models. 💰 Receive the necessary resources to kick off your app development. 🌟 Expert mentors will guide you every step of the way. 🤝 Work alone or form a team to build something extraordinary. 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!

It’s a great opportunity to: 🚀 Leverage Google’s advanced Gemma 2 models to create cutting-edge solutions. 💰 Access resources to support your project development. 🌟 Receive guidance from expert mentors throughout the hackathon. 🤝 Work solo or in teams to bring your ideas to life. 🏆 Compete for a chance to choose from unique Google swag and enjoy an opportunity to meet the Gemma team for the best solutions! 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot! 🗓️ On-site Workshops: Join us in-person at Google Cloud Space in London on 28th November from 5:00 PM to 9:00 PM UK time (GMT) for hands-on workshops

🔍Create AI-driven solutions using open-source technologies to optimize public sector network management—planning, procurement, and maintenance—for scalable, sustainable school connectivity in underserved regions. 📅 Join us January 24-26: Participate online or in person in Geneva to develop innovative solutions with peers globally. 👨‍🏫 Work alongside industry mentors for insights and guidance on your projects. 🏆 Compete for a chance to join the Lablab NEXT incubator program! 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!