Course project
Portable Sign-language Translator
A handheld AI device that converts sign language gestures into speech or text in real-time.
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Fruit Detection
An edge AI model that classifies and detects fruits for automation in agriculture and retail.
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Vehicle Monitoring
Real-time vehicle tracking and classification using vision-based AI deployed on edge devices.
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Anomaly Detection in PV Panels
Detects faults, hotspots, and degradation in solar panels using edge-based thermal analysis.
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AI-Powered Posture Correction
Monitors body posture in real time and provides corrective feedback via edge AI vision models.
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PPE Violation Detection & MCB Shutdown
Detects PPE violations and automatically cuts power through servo-controlled MCB shutdown.
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Acoustic Based Predictive Maintenance
Uses sound data to predict machine faults and prevent failures before they occur.
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Real-Time Analog Meter Reader
Captures and reads analog meters using edge computer vision models.
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AI-Based Intrusion Detection for CAN Bus
Detects abnormal messages in automotive CAN networks using lightweight edge AI models.
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IntelliPark: Smart Parking Detection
Uses Nicla Vision and FOMO models to identify available parking slots in real time.
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Smart Waste Segregation
Automatically classifies waste into categories using BLE and edge AI on Arduino.
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Activation-Aware Quantization for Robots
Enhances robotic learning efficiency with quantized models optimized for edge deployment.
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Smart Irrigation System
Uses edge sensors and AI to optimize water usage in precision agriculture.
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Battery SoC Estimation using LSTM
Predicts state of charge and degradation of batteries using LSTM models deployed on edge devices.
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Compressing LLMs for Edge Devices
Applies game theory to prune and compress large language models for efficient edge inference.
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AI Pipeline for Smart Manufacturing
Implements an end-to-end edge ML pipeline for real-time defect detection and process optimization.
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Magnetometer-Driven Anti-Theft Alert
Uses magnetic field sensing and edge processing to detect unauthorized movement of assets.
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AI-Powered Blind Assistance Device
Provides auditory and haptic feedback for obstacle detection using embedded vision models.
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Object Recognition for Blind Navigation
Enables navigation for the visually impaired with on-device object detection and proximity alerts.
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Feature Estimation and Object Identification
Performs object recognition and size estimation for industrial or robotic applications.
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Driver Drowsiness & Distraction Detection
Monitors driver alertness and detects drowsiness using embedded vision AI.
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UrgentCare-AI: Patient Monitoring
Tracks patient vitals on edge devices and sends alerts for abnormal health conditions.
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Voice Authentication for Two-Wheelers
Uses edge-based voice recognition for secure start and control of two-wheelers.
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ECG Signal & Arrhythmia Detection
Analyzes ECG signals using AI on Arduino to detect arrhythmias in real-time.
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Bird Voice Recognition
Identifies bird species by analyzing their calls using deep learning on low-power devices.
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Smart Retail Verification
Uses Nicla Vision and FOMO models for real-time product verification in retail setups.
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Air Piano: Real-Time Finger Detection
Detects finger motion for virtual piano playing using real-time edge vision models.
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