ECE — 63 projects
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Automatic Number Plate Recognition for Parking and Toll Systems
Build a gate system that reads plates and logs entries. You will learn image preprocessing, OCR tuning and embedded deployment.…
Transformer Humming Sound Faults Recognition System using Explainable AI
Create a recognition system with report Generation that classifies incoming items automatically and routes exceptions to humans. You will learn PCB design basics, communication protocol design and signal conditioning.…
Capacitor Polarity Check on Assembly Lines Scoring System using Computer Vision
Build a scoring system that scores and ranks cases so experts review the riskiest ones first. You will learn signal conditioning, sensor interfacing and communication protocol design.…
Bearing Vibration Faults in Fans Recommendation Engine using Gradient Boosting
Create a recommendation engine with edge Deployment that automates a judgement task that today takes hours of manual effort. You will learn firmware debugging, signal conditioning and testing and validation.…
Speaker Sound Quality Grading Recommendation Engine using Machine Learning
Design and build a recommendation engine that learns patterns from historical data and flags cases that need attention. You will learn testing and validation, embedded C programming and wireless module configuration.…
Wake Word Detection on Microcontrollers Prioritisation Engine with Edge Deployment
Design and build a prioritisation engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn power supply design, wireless module configuration and firmware debugging.…
Antenna Radiation Pattern Anomalies Alert System with Real-Time Alerts
Build an alert system that gives decision-makers a data-backed recommendation at the right moment. You will learn wireless module configuration, data logging design and calibration methods.…
Speaker Sound Quality Grading Detection System using Reinforcement Learning
Create a detection system with dashboard Visualisation that turns raw records into predictions with clear explanations. You will learn sensor interfacing, power supply design and PCB design basics.…
Speech Command Recognition for Appliances Prioritisation Engine with Dashboard Visualisation
Create a prioritisation engine with dashboard Visualisation that automates a judgement task that today takes hours of manual effort. You will learn communication protocol design, firmware debugging and data logging desig…
Reinforcement Learning-Based Capacitor Polarity Check on Assembly Lines Forecasting System
Build a forecasting system that learns patterns from historical data and flags cases that need attention. You will learn communication protocol design, experiment documentation and power supply design.…
LED Bin Sorting Forecasting System with Edge Deployment
Design and build a forecasting system that classifies incoming items automatically and routes exceptions to humans. You will learn data logging design, power supply design and firmware debugging.…
Solder Joint Quality Estimation System using Ensemble Learning
Design and build an estimation system that learns patterns from historical data and flags cases that need attention. You will learn wireless module configuration, signal conditioning and communication protocol design.…
AI-Powered RF Signal Classification Monitoring System
Design and build a monitoring system that gives decision-makers a data-backed recommendation at the right moment. You will learn wireless module configuration, testing and validation and embedded C programming.…
AI-Powered PCB Defect from Camera Images Screening Tool
Build a screening tool that automates a judgement task that today takes hours of manual effort. You will learn power supply design, embedded C programming and experiment documentation.…
Antenna Radiation Pattern Anomalies Recognition System using Deep Learning and Anomaly Flags
Create a recognition system with anomaly Flags that gives decision-makers a data-backed recommendation at the right moment. You will learn calibration methods, experiment documentation and power supply design.…
AI-Powered Wake Word Detection on Microcontrollers Classification System
Create a classification system with model Retraining Pipeline that turns raw records into predictions with clear explanations. You will learn data logging design, power supply design and signal conditioning.…
Speech Command Recognition for Appliances Scoring System using Edge AI and Real-Time Alerts
Build a scoring system that detects abnormal patterns and raises alerts with supporting evidence. You will learn power supply design, firmware debugging and testing and validation.…
RF Signal Classification Estimation System with Anomaly Flags
Build an estimation system that predicts outcomes early enough for staff to act on them. You will learn data logging design, PCB design basics and power supply design.…
Reinforcement Learning-Based Wake Word Detection on Microcontrollers Prediction System
Design and build a prediction system that learns patterns from historical data and flags cases that need attention. You will learn firmware debugging, calibration methods and power supply design.…
LED Bin Sorting Search Engine using Support Vector Machines
Create a search engine with voice Interface that classifies incoming items automatically and routes exceptions to humans. You will learn sensor interfacing, calibration methods and experiment documentation.…
AI-Powered LED Bin Sorting Prediction Platform
Build a prediction platform that scores and ranks cases so experts review the riskiest ones first. You will learn signal conditioning, power supply design and data logging design.…
Motor Current Signature Faults Alert System with Edge Deployment
Create an alert system with edge Deployment that turns raw records into predictions with clear explanations. You will learn power supply design, embedded C programming and data logging design.…
LED Bin Sorting Chat Assistant with Drift Monitoring
Build a chat assistant that automates a judgement task that today takes hours of manual effort. You will learn power supply design, signal conditioning and firmware debugging.…
AI-Powered Bearing Vibration Faults in Fans Prediction System
Create a prediction system with mobile Inference that learns patterns from historical data and flags cases that need attention. You will learn power supply design, embedded C programming and experiment documentation.…
Display Panel Defect Forecasting System using Machine Learning and Batch Scoring
Design and build a forecasting system that learns patterns from historical data and flags cases that need attention. You will learn experiment documentation, sensor interfacing and power supply design.…
Capacitor Polarity Check on Assembly Lines Recommendation Engine using Neural Networks and Confidence Scores
Design and build a recommendation engine that automates a judgement task that today takes hours of manual effort. You will learn firmware debugging, sensor interfacing and embedded C programming.…
Bearing Vibration Faults in Fans Screening Tool using Time-Series Modelling
Build a screening tool that detects abnormal patterns and raises alerts with supporting evidence. You will learn power supply design, testing and validation and embedded C programming.…
LED Bin Sorting Decision Support System with Anomaly Flags
Build a decision support system that gives decision-makers a data-backed recommendation at the right moment. You will learn embedded C programming, firmware debugging and communication protocol design.…
Solar Cell Micro-Crack from EL Images Search Engine with Drift Monitoring
Create a search engine with drift Monitoring that automates a judgement task that today takes hours of manual effort. You will learn sensor interfacing, signal conditioning and firmware debugging.…
RF Signal Classification Prediction Platform using Support Vector Machines
Create a prediction platform with real-time Alerts that scores and ranks cases so experts review the riskiest ones first. You will learn experiment documentation, embedded C programming and PCB design basics.…
Solar Cell Micro-Crack from EL Images Scoring System using Time-Series Modelling and Human-in-the-Loop Review
Create a scoring system with human-in-the-loop Review that classifies incoming items automatically and routes exceptions to humans. You will learn embedded C programming, signal conditioning and data logging design.…
RF Signal Classification Forecasting System using Explainable AI
Create a forecasting system with drift Monitoring that scores and ranks cases so experts review the riskiest ones first. You will learn testing and validation, experiment documentation and firmware debugging.…
Wake Word Detection on Microcontrollers Assessment Platform using Explainable AI and Model Retraining Pipeline
Create an assessment platform with model Retraining Pipeline that gives decision-makers a data-backed recommendation at the right moment. You will learn calibration methods, embedded C programming and data logging design…
Driver Drowsiness from Camera Feeds Scoring System with Drift Monitoring
Build a scoring system that classifies incoming items automatically and routes exceptions to humans. You will learn communication protocol design, data logging design and experiment documentation.…
Battery Cell Sorting by Internal Resistance Assessment Platform with Batch Scoring
Design and build an assessment platform that gives decision-makers a data-backed recommendation at the right moment. You will learn firmware debugging, data logging design and experiment documentation.…
Bearing Vibration Faults in Fans Grading System with Report Generation
Build a grading system that scores and ranks cases so experts review the riskiest ones first. You will learn data logging design, wireless module configuration and experiment documentation.…
AI-Powered Motor Current Signature Faults Prioritisation Engine
Design and build a prioritisation engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn wireless module configuration, PCB design basics and data logging design.…
RF Signal Classification Recommendation Engine with Model Retraining Pipeline
Build a recommendation engine that classifies incoming items automatically and routes exceptions to humans. You will learn communication protocol design, data logging design and power supply design.…
Driver Drowsiness from Camera Feeds Classification System with Voice Interface
Design and build a classification system that automates a judgement task that today takes hours of manual effort. You will learn calibration methods, firmware debugging and sensor interfacing.…
AI-Powered Speech Command Recognition for Appliances Forecasting System
Design and build a forecasting system that scores and ranks cases so experts review the riskiest ones first. You will learn data logging design, embedded C programming and calibration methods.…
RF Signal Classification System using Edge AI and Voice Interface
Build a classification system that automates a judgement task that today takes hours of manual effort. You will learn PCB design basics, firmware debugging and communication protocol design.…
LED Bin Sorting Recognition System using Transformer Models
Design and build a recognition system that scores and ranks cases so experts review the riskiest ones first. You will learn calibration methods, communication protocol design and data logging design.…
Graph Neural Networks-Based Capacitor Polarity Check on Assembly Lines Monitoring System
Build a monitoring system that classifies incoming items automatically and routes exceptions to humans. You will learn data logging design, calibration methods and embedded C programming.…
Reinforcement Learning-Based Wire Harness Inspection Assessment Platform
Create an assessment platform with multilingual Support that learns patterns from historical data and flags cases that need attention. You will learn calibration methods, embedded C programming and power supply design.…
Motor Current Signature Faults Forecasting System using Reinforcement Learning
Design and build a forecasting system that turns raw records into predictions with clear explanations. You will learn signal conditioning, wireless module configuration and testing and validation.…
Transformer Humming Sound Faults Alert System with Human-in-the-Loop Review
Design and build an alert system that detects abnormal patterns and raises alerts with supporting evidence. You will learn data logging design, testing and validation and sensor interfacing.…
Wire Harness Inspection Recommendation Engine with Drift Monitoring
Create a recommendation engine with drift Monitoring that classifies incoming items automatically and routes exceptions to humans. You will learn sensor interfacing, signal conditioning and PCB design basics.…
RF Signal Classification System using Reinforcement Learning
Build a classification system that detects abnormal patterns and raises alerts with supporting evidence. You will learn communication protocol design, sensor interfacing and firmware debugging.…
Gradient Boosting-Based Wake Word Detection on Microcontrollers Recognition System
Create a recognition system with explainable Outputs that gives decision-makers a data-backed recommendation at the right moment. You will learn experiment documentation, embedded C programming and sensor interfacing.…
Graph Neural Networks-Based Motor Current Signature Faults Prediction Platform
Create a prediction platform with batch Scoring that classifies incoming items automatically and routes exceptions to humans. You will learn data logging design, PCB design basics and communication protocol design.…
Solder Joint Quality Grading System with Mobile Inference
Create a grading system with mobile Inference that gives decision-makers a data-backed recommendation at the right moment. You will learn power supply design, calibration methods and wireless module configuration.…
Edge-Deployed Bird Species Identification from Audio Calls
Build a device that identifies birds by call for biodiversity surveys. You will learn bioacoustics, audio classification and field deployment.…
Real-Time Sign Board Detection for Driver Assistance
Build a driver-assistance prototype that reads speed and warning signs aloud. You will learn embedded vision, dataset building and assistance UX.…
ECG Monitoring with Arrhythmia Classification on an Edge Device
Build a portable ECG that classifies rhythm problems on-device and shares reports. You will learn biosignal acquisition, edge classification and health data handling.…
Voice-Activated Robotic Arm for Assistive Use
Build an arm that follows voice commands to help users with limited mobility. You will learn voice interfaces, kinematics and assistive safety design.…
AI-Based Solar Panel Soiling and Fault Detection from Images
Detect dust, cracks and hotspots in panel images and schedule cleaning by loss. You will learn solar O&M analytics, image datasets and loss estimation.…
Smart Surveillance with Abandoned Object Detection
Build surveillance that flags objects left unattended in public spaces. You will learn video event detection, tracking and security workflows.…
Speaker Identification System for Secure Access
Build voice-based access that verifies who is speaking, not just what is said. You will learn speaker recognition, spoofing risks and access system design.…
Handwriting Recognition Pen with IMU Sensors
Build a pen that recognises what you write in the air or on any surface. You will learn inertial sensing, sequence classification and product prototyping.…
AI Stethoscope: Heart Sound Classification Prototype
Build a digital stethoscope that flags abnormal heart sounds for review. You will learn physiological acoustics, classification evaluation and clinical framing.…
Neuromorphic Computing with Spiking Networks for Audio Classification
Classify audio with spiking networks and compare energy against conventional models. You will learn neuromorphic methods, event-based processing and efficiency evaluation.…
Radar-Based Gesture Recognition with Deep Learning
Recognise hand gestures from radar returns for touchless interfaces. You will learn radar ML, micro-Doppler features and interface design.…
Channel Estimation for MIMO Systems with Deep Learning
Learn channel estimators that beat classical methods in difficult conditions. You will learn wireless ML, estimation theory and simulation methodology.…