AI Image Generation Bot (n8n + Gemini + OpenAI)

• Telegram Interface: Seamless input and output interface for users.
• n8n Orchestration: Low-code workflow automation engine that connects APIs without writing bulky backend code.
• Gemini AI Agent: Refines simple inputs (e.g., "cat in space") into rich, descriptive prompts optimized for image generation.
• OpenAI DALL-E Integration: High-fidelity image synthesis using OpenAI's image generation endpoint.
• End-to-End Stability: Built-in error handling and rate-limit mitigation via n8n workflows.

AWS Cloud Infrastructure & Remote Desktop

• Deployed a fully functional Windows Server on AWS EC2 as a virtual desktop environment.
• Configured RDP (Remote Desktop Protocol) for secure remote access from any device.
• Set up Security Groups and inbound rules for fine-grained port access control.
• Optimized instance performance for smooth cloud computing workloads.
• Part of a broader AWS deployment suite including Ubuntu Server infrastructure.
• Documented end-to-end setup for reproducible cloud desktop environments.

AI-Powered Neural Travel Planner

• AI-driven travel intelligence — acts as a "Neural Travel Architect" for every trip.
• Hyper-personalization based on travel style, budget, duration, and preferences.
• Climate-aware logic that factors in seasons, weather patterns, and local conditions.
• Geographical route optimization for efficient and meaningful journeys.
• Adaptive Packing Assistant that recommends gear based on destination and climate.
• Google Maps integration to surface hidden local gems beyond tourist spots.

AI-Powered Real Estate Valuation

• Random Forest ML model trained for high-accuracy house price predictions.
• Geospatial analysis using latitude/longitude for precise location-based valuation.
• Premium liquid glassmorphism UI with smooth animated transitions.
• Multi-city presets covering major Indian real estate markets (Bangalore, Mumbai, etc.).
• Interactive feature inputs: bedrooms, bathrooms, area (sqft), and amenities.
• Backend powered by FastAPI serving a Scikit-learn model with sub-second response.

AI Butterfly Species Classifier

• Deep Learning classifier (TensorFlow + Keras) for butterfly species identification.
• Real-time species search with images and info fetched dynamically from Wikipedia.
• Drag-and-drop image upload for instant, frictionless classification.
• Displays species habitat, diet, and conservation status post-classification.
• Fully responsive design optimized for mobile, tablet, and desktop.
• Fast modern frontend built with React + Vite for a smooth user experience.

AI Cybersecurity — Intrusion Detection

• Detects DDoS attacks in real-time using a Random Forest ML model.
• Combines traditional ML with Grok LLM explanations for human-readable security insights.
• Simulate and inject custom network packets for live testing and model training.
• Visual attack pattern graphs and per-class classification confidence scores.
• Train the model on custom datasets directly from the Streamlit UI.
• End-to-end pipeline from packet capture to AI-generated threat explanation.

AI Cybersecurity — Email Protection

• Detects phishing emails using AI/ML classification with NLP-based text analysis.
• Inspects URLs for malicious redirects, spoofed domains, and suspicious patterns.
• Email header analysis for sender authentication and DKIM/SPF validation.
• Real-time classification with confidence scoring for transparent AI decisions.
• Lightweight Python backend — easy to integrate with any mail client or pipeline.
• Combats email-based cyber threats with high-accuracy ML model performance.