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Catalog/AI & DS / AIML/Predictive Analytics & ML

Engineering Projects Catalog

IEEE standard and custom academic engineering hardware & software projects with verified firmware, schematics & thesis documentation

1. Select Engineering Department
All DepartmentsECE (Electronics & Comm)CSE & ITAI & DS / AIMLEEE (Electrical & Electronics)Mechanical & Mechatronics
2. Specialized Sub-Layers (AI & DS / AIML)Reset all filters ×
All AI TracksPredictive Analytics & MLDeep Learning & Neural NetsComputer Vision SystemsEdge AI & Embedded Intelligence

Showing5 of 5projects in this selection

AIDS/AIMLAffective Computing & Human-Computer Interaction
Real-Time Multi-Modal Emotion & Stress Detector from Speech & Facial Video - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Real-Time Multi-Modal Emotion & Stress Detector from Speech & Facial Video

Fusion model combining facial Action Units (FACS) with voice pitch and jitter to classify acute workplace stress levels.

Full Source Code, Schematics & Report
IEEEPaper
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AIDS/AIMLEdTech & Predictive Analytics
Personalized Educational Knowledge Tracing using Graph Attention (GAT) - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Personalized Educational Knowledge Tracing using Graph Attention (GAT)

Predictive model modeling prerequisite concept graphs to estimate a student's mastery level and recommend optimal practice questions.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLComputer Vision / Sustainability
Smart Waste Classification and Analytics - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Smart Waste Classification and Analytics

YOLOv7 automated municipal trash classifier sorting plastic, organic, glass, metal, and electronic waste.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLFederated Learning / Privacy
Federated Learning for Privacy-Aware Health Data - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Federated Learning for Privacy-Aware Health Data

Decentralized machine learning framework training disease prediction models across hospital silos without sharing patient data.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLIndustrial AI / Time Series
Predictive Maintenance for Rotating Equipment - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Predictive Maintenance for Rotating Equipment

Vibration FFT spectral analysis and Remaining Useful Life (RUL) estimation using 1D-CNN and Random Forest models.

Full Source Code, Schematics & Report
IEEEPaper
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