Network Anomaly Detection & Congestion Prediction System This tool is designed to help you analyze and visualize your network traffic data to identify unusual patterns (anomalies) and predict potential network congestion. Whether you’re a network admin, a data scientist, or simply curious about traffic analysis, this app has you covered. Key Features: Anomaly Detection: Identify abnormal network traffic based on various metrics like packet length, protocol type, and time. Congestion Prediction: Predict potential network congestion by analyzing traffic patterns and detecting anomalies. Interactive Visualizations: Stunning charts and graphs for a more insightful analysis of the data, anomalies, and congestion. Technologies Used: Streamlit: The backbone of this web app, providing an interactive and easy-to-use interface. Pandas: For data manipulation and analysis of the network traffic data. NumPy: For numerical operations and data transformations. Plotly: Interactive and dynamic visualizations like histograms, scatter plots, and pie charts. Scikit-learn: Machine learning models like Isolation Forest for anomaly detection and congestion prediction. Python: The main programming language behind the app’s backend logic. Steps to Use: Step 1: Upload your network traffic data (CSV format). Step 2: Run Anomaly Detection to detect abnormal traffic patterns. Step 3: Predict Network Congestion based on detected anomalies. Visual Enhancements: Anomaly Distribution: A histogram to visualize how many records are normal and how many are anomalous. Anomalies Over Time: Scatter plot shows anomalies in relation to the time of day. Anomaly vs Normal: A pie chart to compare the number of normal vs anomalous records.

AstroMind: Your AI-Powered Space Mission Assistant 🚀 AstroMind is an educational AI assistant designed to make space exploration fun and interactive. It consists of multiple AI agents that work together to fetch real-time space facts from NASA, ESA, and SpaceX, generate sci-fi stories using real space data, simulate space missions with detailed blueprints, and suggest relevant space visuals. By integrating these capabilities, AstroMind provides an engaging learning experience for students, educators, and space enthusiasts. Whether you're exploring Mars rover data, crafting a sci-fi adventure, or planning a mission to Jupiter, AstroMind brings the wonders of space closer to everyone through AI-powered storytelling and simulations.

### **DigitalActivator** (Digital Service Activation) DigitalActivator enables access to essential digital services for users without reliable internet by leveraging SMS-based interactions, offline storage, and data compression. It delivers information on news, education, healthcare, finance, and weather through simple SMS queries. The platform integrates APIs from trusted sources, ensuring real-time, accurate data retrieval. By reducing bandwidth usage and allowing offline content access, DigitalActivator bridges the digital divide, making critical services accessible to underserved communities. ### **GoodVendor** (Procurement & Policy Innovation) GoodVendor helps users find reliable internet service providers and network accessories through smart vendor discovery. It offers vendor comparisons, user reviews, and quality assessments, ensuring informed decision-making. With data-driven recommendations and a user-friendly interface, GoodVendor simplifies the procurement process, making high-quality connectivity solutions more accessible.

Our project, DeepSeek Web Assistant, is a powerful AI-driven browser extension designed to make web browsing more interactive and insightful. With this extension, users can: --Summarize web pages instantly using DeepSeek’s AI models. --Ask questions about web content and receive relevant answers. --Use the "Highlight to Ask" feature, allowing them to highlight text and ask questions related to the selected content. --Interact with research papers, articles, and general web pages to extract key insights efficiently. --Seamlessly integrate AI-powered search and summarization into their browsing experience. This tool is particularly useful for students, researchers, and professionals who need quick, precise information while browsing the web.

CompetitivIA is a next-generation AI-powered career & leadership assistant designed to : Guide executives, managers, and entrepreneurs through complex career transitions Automate strategic career planning, opportunity tracking, and decision-making using AI Provide real-time mentorship, leadership insights, and predictive analytics for sustained growth, CompetitivIA transforms career transitions by combining ✅ AI-Powered Personal Assistant: Automates research, tracks opportunities, and provides strategic guidance. ✅ Strategic Mentorship: Provides a structured roadmap for positioning, visibility and leadership impact. ✅ Data-Driven Career Intelligence: Predicts trends, optimizes decision-making and maximizes success rates. 🚀 With AI & mentorship, professionals gain clarity, accelerate growth and secure high-impact opportunities.