Nimra Umbreen@Nimra-Umbreen

This project introduces an innovative approach to network management by integrating Al-powered network monitoring with a voice-enabled chatbot. The primary goals are to proactively predict network failures and simplify the often complex process of network troubleshooting. Traditional network monitoring systems tend to be reactive, alerting administrators to issues only after they occur, and often require specialized expertise to interpret the data. This project offers a solution by leveraging artificial intelligence to predict potential failures before they impact network performance, coupled with a user-friendly, voice-enabled chatbot to assist with resolving network issues. Imagine being able to anticipate a network outage before it happens, and then resolving the issue with a simple voice command. This project showcases the powerful integration of Al, voice technology, and network monitoring. Key components include Al for failure prediction, weather-based monitoring, a voice chatbot, and email alerts, creating a comprehensive and intuitive network management system.

SereniMind – Your AI Companion for Calm, Clarity, and Support is a next-generation AI chatbot designed to provide a safe and supportive space for individuals experiencing mental health challenges. Unlike traditional chatbots, SereniMind remembers previous interactions, enabling users to have ongoing, context-aware conversations that feel more natural and human-like. The chatbot is powered by FastAPI (backend), React (frontend), and deepseek-r1 AI model, ensuring efficient, accurate, and empathetic responses. Users can start new conversations or continue existing ones, with each chat session being uniquely identified and stored securely. Key features include: - Context Retention: Ensures seamless back-and-forth communication. - User-Specific Conversations: Allows individuals to access past messages and continue discussions. - Fast & Secure: Optimized API responses with user authentication. - Scalability: Can be extended to support multimodal interactions (voice, image), multilingual AI, and sentiment analysis. SereniMind is not a substitute for professional help but serves as an empathetic companion that encourages self-care and emotional well-being. With future enhancements like therapist integration, sentiment tracking, and mobile accessibility, SereniMind aims to bridge the gap between AI support and human emotional needs.