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Catalog/AI & DS / AIML/Deep Learning & Neural Nets

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

Showing22 of 22projects in this selection

AIDS/AIMLHealthcare AI & Federated Learning
Federated Learning for Cross-Silo Electronic Health Record Prediction - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Federated Learning for Cross-Silo Electronic Health Record Prediction

Decentralized recurrent neural network predicting 30-day hospital readmission rates without sharing patient health records across hospitals.

Full Source Code, Schematics & Report
IEEEPaper
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AIDS/AIMLBiomedical Vision & Dental AI
AI-Powered Real-Time Dental Caries & Periodontal Bone Loss Detector - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

AI-Powered Real-Time Dental Caries & Periodontal Bone Loss Detector

Deep learning panoramic X-ray analyzer highlighting interproximal cavities and alveolar bone reduction levels for dental clinics.

Full Source Code, Schematics & Report
IEEEPaper
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
AIDS/AIMLBioacoustics & Environmental AI
Edge-AI Bird & Wildlife Species Audio Recognizer with Solar Enclosure - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Edge-AI Bird & Wildlife Species Audio Recognizer with Solar Enclosure

Outdoor acoustic bio-monitoring station running MobileNet on audio spectrograms to catalog endangered species bird calls 24/7.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLAI for Cybersecurity & NLP
Transformer-Based Code Vulnerability & Secret Leak Predictor - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Transformer-Based Code Vulnerability & Secret Leak Predictor

Fine-tuned CodeBERT model inspecting source code snippets to flag insecure buffer allocations, SQL injections, and hardcoded JWT secrets.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLImage & Video Processing AI
Low-Light Video Enhancement & Noise Reduction via Retinex Diffusion - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Low-Light Video Enhancement & Noise Reduction via Retinex Diffusion

Real-time neural illuminance booster restoring colour balance and suppressing sensor noise from dark night-time CCTV cameras.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLCivil Infrastructure AI & Vision
AI-Powered Real-Time Structural Crack & Spalling Depth Estimator - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

AI-Powered Real-Time Structural Crack & Spalling Depth Estimator

Monocular depth estimation and Mask R-CNN network measuring bridge and pillar concrete fracture width down to sub-millimeter precision.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLDocument AI & Vision-Language
Automated Document Information Extraction (Key-Value) via Donut Model - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Automated Document Information Extraction (Key-Value) via Donut Model

OCR-free visual document transformer reading crumpled receipts, invoices, and utility bills directly into structured JSON.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLFederated Learning & Graph AI
Federated Graph Learning for Private Inter-Bank Anti-Money Laundering - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Federated Graph Learning for Private Inter-Bank Anti-Money Laundering

Privacy-preserving graph neural network sharing transaction relationship weights across multiple institutions without sharing customer account data.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLComputer Vision & Surveillance AI
Zero-Shot Video Action Recognition for Retail Shoplifting Prevention - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Zero-Shot Video Action Recognition for Retail Shoplifting Prevention

Spatio-temporal 3D CNN analyzing CCTV video streams to classify concealment and suspicious shelf-clearing behaviors in real time.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLGraph Neural Networks & FinTech
Real-Time Financial Fraud Graph Neural Network (GNN) Transaction Detector - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Real-Time Financial Fraud Graph Neural Network (GNN) Transaction Detector

Relational Graph Convolutional Network (RGCN) modeling banking entities as heterogeneous nodes to catch organized credit card fraud rings.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLEdge AI & Speech Processing
On-Device Offline Voice Assistant with Whisper Tiny & Quantized LLM - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

On-Device Offline Voice Assistant with Whisper Tiny & Quantized LLM

100% offline, privacy-first smart home assistant running quantized Whisper ASR and TinyLlama on a local single-board computer.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLAssistive AI & Computer Vision
Automated Sign Language Translation & Voice Synthesis via MediaPipe - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Automated Sign Language Translation & Voice Synthesis via MediaPipe

Bidirectional American/Indian Sign Language translator utilizing 3D hand landmarks and Bidirectional LSTM with instant text-to-speech.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLHealthcare AI & Computer Vision
Multi-Modal Medical Imaging Diagnostic Assistant (X-Ray + Clinical Notes) - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Multi-Modal Medical Imaging Diagnostic Assistant (X-Ray + Clinical Notes)

Dual-stream neural network fusing Vision Transformer (ViT) chest X-ray features with patient clinical text for pneumonia & effusion detection.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLMedical Imaging / Explainable AI
Medical Image Anomaly Triage Demonstrator (Explainable AI) - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Medical Image Anomaly Triage Demonstrator (Explainable AI)

IEEE Published Document 10445174 aligned medical imaging anomaly classifier with interpretable neural network activations.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLAudio AI / Customer Experience
Speech Emotion Recognition for Call Analytics - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Speech Emotion Recognition for Call Analytics

Mel-frequency cepstral coefficients (MFCC) feature extractor and 2D-CNN classifying call center customer audio emotion states.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLEnergy AI / Time Series
Short-Term Electricity Load Forecasting - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Short-Term Electricity Load Forecasting

LSTM neural network predicting hourly grid power demand using weather, calendar, and historical consumption 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
AIDS/AIMLAI Security / Multimedia Forensics
Deepfake Image and Video Screening Tool - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Deepfake Image and Video Screening Tool

Convolutional neural network analyzing facial artifact inconsistencies, optical flow anomalies, and spectral noise in videos.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLForecasting / Retail Analytics
Retail Demand Forecasting and Reorder Assistant - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Retail Demand Forecasting and Reorder Assistant

Temporal Fusion Transformer (TFT) & Prophet time-series sales forecasting model for retail stock optimization.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLObject Detection / Intelligent Transport
Traffic-Sign Detection for Driver Assistance - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Traffic-Sign Detection for Driver Assistance

YOLOv8 / Faster-RCNN vision pipeline classifying traffic speed limits, warnings, and mandatory signals in real time.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLComputer Vision / Agriculture
Crop Disease Detection and Advisory App - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Crop Disease Detection and Advisory App

ResNet50 / MobileNetV3 foliar plant disease classifier with organic remedy advisory for regional farmers.

Full Source Code, Schematics & Report
IEEEPaper
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