Featured Project • 2024

PredictiveCare
Industrial AI

An enterprise-grade IoT solution for predictive maintenance of industrial machinery, featuring real-time monitoring, ML-powered failure predictions, and intelligent maintenance alerts.

Explore this project

PredictiveCare

Industrial AI

Dashboard
Core Features

Powered by Machine Learning

Enterprise-grade IoT solution combining real-time monitoring with advanced predictive analytics

Real-time Monitoring

Track machine performance and health metrics in real-time with precision IoT sensors and live dashboard visualization

Predictive Analytics

ML-powered ensemble models analyze sensor data to predict failures before they occur, enabling proactive maintenance

24/7 Intelligent Alerts

Automated notifications for critical maintenance needs with RAG-powered recommendations for optimal actions

99.9%
Uptime Guarantee
50%
Cost Reduction
3x
Faster Detection
24/7
Monitoring
Live Dashboard Preview

Industrial Monitoring System

AI-driven predictive maintenance with real-time monitoring

99.9%
3x
50%
24/7
PredictiveCare Industrial Dashboard
Operational
Explore DashboardInteractive Monitoring
Real-timeML Powered
Frontend Tech Stack

Built With Modern Tools

Next.js 16

React framework with App Router

React 19

UI library

TypeScript 5

Type safety

Tailwind CSS 4

Styling

Framer Motion

Animations

ML & AI Stack

XGBoost

Gradient boosting

LightGBM

Fast boosting

CatBoost

Categorical features

IoT & Hardware

Arduino

IoT hardware

DHT Sensors

Temperature sensors

MQTT

IoT protocol

System Architecture

Prediction Pipeline

End-to-end machine learning pipeline from sensor data to maintenance alerts

Sensor Data
Feature Engineering
Ensemble Model
Failure Probability
Maintenance Alert

Ensemble Model Architecture

XGBoost

Gradient boosting for structured data patterns

LightGBM

Fast gradient boosting with leaf-wise growth

CatBoost

Handles categorical features efficiently

Meta-Learner

Weighted combination of all models for final prediction with 35% weight on Tool Wear feature

Transform Your Maintenance Operations

Experience the power of predictive maintenance with real-time monitoring and AI-powered failure predictions.