This curated list highlights 13 powerful AI engineering projects that combine machine learning, computer vision, edge devices, and real-world applications.
Real-Time AC Current and Frequency Monitoring for ML Data
Monitor AC current and frequency in real time using sensors and web tools. This system logs data for visualization, research, and machine learning model training—ideal for predictive analytics projects. Includes a web app interface with live graphing and export options so you can build and train AI models on real electrical signals.
AI Camera for Tracking Suspicious Activities
This project builds a smart camera that detects suspicious movements using computer vision techniques. It continuously processes video frames and flags unusual behavior. Great for exploring object detection and real-time edge AI using embedded boards like Raspberry Pi or similar SBCs.
Check this AI camera project.
Factory Assembly Inspection Using AI Quality Control Camera
An AI-driven quality inspection system that automatically spots defects in products on an assembly line. Uses machine learning (Edge Impulse, TensorFlow, or similar) with a camera and SBC. Ideal for industrial automation and machine vision engineering.
Check this AI factory automation project.
AIoT-Based Object Classification Using Edge Impulse
Combine Edge Impulse’s TinyML platform with a Raspberry Pi to train and deploy object classification models. The system detects and labels objects in real time with practical uses in robotics, automation, and smart systems.
Check this AI object classification project.
A Robot That Can Dream and Greet Visitors
A playful AI-enabled robot that recognizes people, interacts, and “dreams” (behavior simulation). It blends robotics, computer vision, and natural interaction, great for hobbyist engineers and interactive installation projects.
Check this AI robot project.
Predictive Maintenance Using AI and ML
This is a predictive maintenance platform that analyses sound and vibration data from machines to anticipate potential mechanical failures. This is practical for manufacturing, facilities, and industrial IoT systems.
Check the full project details.
Counting Small Items Using Edge Impulse
This CV project uses machine learning to count items on a conveyor (or workspace) using a camera and edge computing. Ideal for logistics, packaging automation, and inventory systems.
Check the full AI project details.
Wireless Gesture Controller for Home Automation
Recognize hand or finger gestures using AI and control appliances wirelessly. A perfect hack for gesture-based smart control with embedded AI and home automation.
Check the home automation using Raspberry Pi, or check home automation using Arduino.
Multilingual Voice Chat with ChatGPT
Leverage ChatGPT and voice conversion to create a voice assistant that understands multiple languages. This blends natural language processing, speech tech, and embedded systems for hands-free AI interaction.
Check the full ChatGPT project.
Driver Drowsiness Detection System
Use a camera, computer vision, and AI to detect signs of fatigue in drivers. This is highly relevant for automotive safety systems and smart vehicles.
Check this road safety AI project.
Mind Controlled Prosthetic Arm
A cutting-edge project where AI interprets brain signals to control a robotic arm. Excellent for bio-mechatronics, assistive tech, and EEG signal processing engineering.
Check this AI prosthetic arm project.
Face Tracking and Movement Following Drone
A drone that follows a person by tracking their face using computer vision. This explores robotics, AI tracking, and autonomous navigation.
Check the full AI Drone project. Also, check diy drone with real-time face recognition.
DIY Animal Language Translator Device
Using audio classification and ML, this project attempts to classify animal sounds into labeled categories. A fun and instructional project in AI sound analytics.
Check this AI animal language translator project.
Still looking for a unique AI engineering project? Check our collection of tested AI and ML Engineering projects.
