Live Projects on Artificial Intelligence in Embedded Systems

 

4.

AI/ML-Based Project Topics for final year

IoT and embedded systems, when combined with AI, are revolutionizing the way we interact with technology. From smart waste bins and soil analysis systems to accident-detection black boxes and AI-powered home automation, these projects offer real-world solutions with advanced intelligence and automation.

If you’re looking for innovative, AI-powered IoT project ideas, check out the detailed list below. You’ll find a variety of final-year engineering projects covering smart monitoring, predictive analysis, and automation.

Explore the list below to find the perfect AI-powered IoT project for your final-year engineering journey!

Table of Contents

• 📡AI-Powered IoT and Embedded Systems Projects
• 🏥AI in Healthcare Projects
• 🤖AI-Powered Robotics Projects
• 📊 AI in Data Science and Prediction Projects
• 🌐 AI in NLP and Computer Vision Projects

📡AI-Powered IoT and Embedded Systems Projects

1. AI-Powered Smart Traffic Control System
   Uses real-time traffic data and AI to optimize signal timings, reducing congestion and wait times.
2. Smart Waste Management with AI-Based Trash Sorting
   Uses image processing to identify and sort waste into recyclable and non-recyclable categories.
3. AI-Powered Smart Energy Meter
   Monitors real-time power consumption, detects unusual patterns, and suggests energy-saving tips.
4. AI-Driven Smart Home Automation System
   Learns user preferences for lighting, temperature, and security, automating settings for comfort and efficiency.
5. AI-Based Flood Prediction System
   Collects water level and weather data, using AI algorithms to predict potential floods and send early alerts.
6. AI-Powered Smart Street Lighting System
   Uses motion sensors and AI to detect movement, adjusting brightness to save energy.
7. AI-Powered Automated Farming System
   Analyzes soil quality and weather data, automating irrigation and fertilizer schedules to boost yield.
8. AI-Based Smart Water Management System
   Monitors water flow in real time, using AI to detect leaks and optimize usage.
9. AI-Powered Smart Security Camera
   Uses facial recognition and motion detection to send real-time alerts for unauthorized activity.
10. AI-Based Smart Irrigation System
    Predicts watering needs using soil moisture sensors and weather forecasts, automating irrigation to save water.

🏥AI in Healthcare Projects

1. AI-Powered Disease Diagnosis System
   Uses ML algorithms to detect diseases from medical images, improving accuracy and speed.
2. AI-Based Heart Disease Prediction System
   Analyzes patient data to predict heart disease risk, enabling early diagnosis and timely treatment.
3. AI-Powered Medical Chatbot
   Provides basic medical assistance and symptom analysis, offering quick and reliable healthcare advice.
4. AI-Powered Skin Cancer Detection System
   Identifies skin cancer from images using CNNs, ensuring early and precise diagnosis.
5. AI-Powered Mental Health Detection from Text
   Analyzes social media posts to detect mental health issues, promoting early intervention and support.
6. AI-Powered Smart Prosthetic Limb
   Detects muscle movement and provides automated limb control, enhancing mobility and comfort.
7. AI-Based Patient Monitoring System
   Monitors real-time patient data and sends alerts for abnormal health conditions, ensuring prompt action.
8. AI-Powered Predictive Medicine Recommendation System
   Suggests personalized treatments based on patient history, optimizing medication plans effectively.
9. AI-Powered Pneumonia Detection from X-rays
   Uses deep learning to detect pneumonia in chest X-rays, improving diagnostic speed and accuracy.
10. AI-Powered Seizure Prediction System
    Analyzes brainwave data to predict seizures, providing early warnings and reducing health risks.

🤖AI-Powered Robotics Projects

1. AI Surveillance Robot with Face Recognition
   The robot uses a camera and facial recognition to patrol an area, detect known/unknown faces, and send alerts if suspicious activity is found.
2. Emotion-Aware Robot Assistant for Elderly Care
   Uses a camera to detect facial expressions and voice tone, identifying emotions like sadness or distress, then responds with appropriate actions or alerts caregivers.
3. Voice-Controlled AI Assistant Robot
   Takes voice commands using a microphone, processes them using NLP (e.g., Google Speech API), and performs tasks like moving, picking, or speaking responses.
4. AI-Powered Self-Charging Robot
   Monitors its battery levels using sensors and autonomously navigates to a charging station using AI path planning and object detection.
5. Object Detection System
   Uses a trained AI model like YOLO or SSD to detect and label objects from live camera feed for use in automation, security, or navigation.
6. Hand Gesture Recognition Model
   A camera captures hand gestures, which are classified using a CNN model to control robots or devices based on specific gestures.
7. Colour Detection
   Uses a webcam and image processing (OpenCV) to detect and track objects based on their color for sorting, navigation, or identification.
8. Autonomous Car
   Uses sensors (camera, ultrasonic, IR) and AI (object detection, lane detection) to navigate roads, avoid obstacles, and follow lanes without human control.
9. Bipedal Robot
   A humanoid robot that walks using servo motors and balance algorithms; AI is used for posture correction and obstacle navigation.
10. Object Sorting Robot
    Uses a camera to detect objects based on color, size, or shape and sorts them into different bins using a robotic arm or conveyor system.

📊 AI in Data Science and Prediction Projects

1. AI-Powered Stock Price Prediction System
   Forecasts future stock prices using historical data. Helps investors make smarter trading decisions.
2. AI-Based Loan Approval System
   Predicts loan approval using applicant data and risk analysis. Speeds up processing with accurate predictions.
3. AI-Powered Crime Rate Prediction
   Identifies crime-prone areas from historical data. Helps authorities plan preventive measures.
4. AI-Based Weather Prediction System
   Forecasts weather using ML models and real-time data. Provides accurate and timely weather updates.
5. AI-Powered Customer Churn Prediction
   Detects potential customer loss using ML algorithms. Helps businesses retain customers with targeted actions.
6. AI-Powered Fraud Detection System
   Identifies fraudulent transactions through AI pattern analysis. Enhances financial security with real-time alerts.
7. AI-Based Sales Forecasting System
   Predicts future sales based on historical trends. Helps companies plan inventory and marketing.
8. AI-Powered Credit Card Fraud Detection
   Detects suspicious activities in credit card usage. Improves financial safety with instant alerts.
9. AI-Based Employee Performance Prediction System
   Analyzes productivity patterns using ML models. Helps HR improve performance strategies.
10. AI-Powered Demand Forecasting for E-commerce
    Predicts product demand using sales data. Helps optimize inventory and boost revenue.

🌐 AI in NLP and Computer Vision Projects

1. AI-Powered Automated Resume Screening System
   Filters resumes based on skills and experience using NLP. Helps recruiters shortlist candidates quickly.
2. AI-Powered Real-Time Language Translator
   Translates voice or text into multiple languages. Enables seamless multilingual communication.
3. AI-Powered Sentiment Analysis on Social Media
   Analyzes public sentiment from tweets and posts. Helps brands understand customer opinions.
4. AI-Based Fake News Detection System
   Identifies fake news articles using NLP models. Improves content reliability and trustworthiness.
5. AI-Powered Text Summarizer
   Summarizes lengthy articles using NLP algorithms. Provides concise and meaningful content extracts.
6. AI-Based Spam Email Detection System
   Filters spam emails using ML models. Protects inboxes from unwanted messages.
7. AI-Powered Object Detection System
   Identifies and labels objects in images. Enhances visual recognition accuracy.
8. AI-Powered Image Captioning System
   Generates captions for images using deep learning. Improves accessibility and content tagging.
9. AI-Powered Text-to-Speech Converter
   Converts written text into natural-sounding speech. Enhances accessibility for visually impaired users.
10. AI-Based Optical Character Recognition (OCR)
    Extracts and processes text from images. Automates data entry and document processing.

Embrace the future of technology by choosing an AI-powered IoT project from the list above and make a lasting impact with your final-year engineering project!