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Catalog/AI & DS / AIML

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

Showing23 of 47projects in this selection

Page 2 of 2
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
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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/AIMLReinforcement Learning & Robotics
Deep Reinforcement Learning Autonomous Warehouse AGV Navigation - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Deep Reinforcement Learning Autonomous Warehouse AGV Navigation

Proximal Policy Optimization (PPO) agent trained in PyBullet to navigate dynamic factory obstacles without hand-crafted heuristics.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLPrecision Agriculture & Computer Vision
Drone Aerial Crop Health & Thermal Moisture Mapping with YOLOv11 - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Drone Aerial Crop Health & Thermal Moisture Mapping with YOLOv11

Automated UAV orthomosaic stitcher and YOLOv11 weed/disease detector calculating Normalized Difference Vegetation Index (NDVI).

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLEdge AI & Computer Vision
Edge-AI Driver Drowsiness & Distraction Telemetry on Jetson Nano / ESP32-CAM - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Edge-AI Driver Drowsiness & Distraction Telemetry on Jetson Nano / ESP32-CAM

Real-time edge vision system calculating Eye Aspect Ratio (EAR) and head pose angles at 30 FPS to trigger instant cabin buzzer alarms.

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/AIMLDigital Media Forensics / Cybersecurity
Deepfake Image and Video Screening Tool (Forensics) - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Deepfake Image and Video Screening Tool (Forensics)

IEEE Published Document 11448148 forensic media analysis tool detecting facial warping and synthetic audio-lip desynchronization.

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/AIMLAIOps / Observability
AIOps Time-Series Anomaly and Root-Cause Assistant - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

AIOps Time-Series Anomaly and Root-Cause Assistant

Unsupervised Autoencoder network detecting microservice CPU/memory anomalies and correlation graphs.

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/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/AIMLNLP / Media Literacy
Fake-News and Claim-Credibility Assistant - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Fake-News and Claim-Credibility Assistant

BERT-based text veracity classifier checking news headlines against verified fact-checking API databases.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLResponsible AI / Education Analytics
Student Dropout-Risk Early Warning Dashboard - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Student Dropout-Risk Early Warning Dashboard

Explainable AI dashboard analyzing academic performance, LMS participation, and attendance to flag at-risk students.

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/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
AIDS/AIMLComputer Vision / Accessibility
Indian Sign-Language Gesture Recognition - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Indian Sign-Language Gesture Recognition

MediaPipe hand-skeleton tracker and LSTM temporal classifier translating ISL gestures into text and speech.

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

Medical Image Anomaly Triage Demonstrator

Chest X-ray and CT scan opacity detector utilizing DenseNet121 with Grad-CAM visual heatmaps for radiologist support.

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 / Automotive Safety
Driver Drowsiness and Distraction Monitor - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Driver Drowsiness and Distraction Monitor

Real-time facial landmark analyzer tracking Eye Aspect Ratio (EAR) and head pose to sound drowsiness alarms.

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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