AI Vision & Smart Campus IoT Programme
Empower secondary students to train, deploy, and evaluate offline neural networks using physical vision processors and micro:bit IoT shields. Includes 100% permanent hardware ownership transfer and complete EDB audit documentation.
100% Permanent Hardware Ownership Retention
We reject temporary equipment rental models. Every sensor, microcontroller, and AI camera remains on your campus permanently to equip ongoing school innovation labs.
DFRobot HuskyLens AI Vision Cameras
Powered by Kendryte K210 dual-core 64-bit RISC-V neural processors. Runs fully offline image inference with zero network dependency.
BBC micro:bit V2.2 Microcontrollers
Latest revision microcontrollers equipped with onboard microphones, speakers, capacitive touch sensors, and USB cables.
Smart Campus Sensor & Actuator Shields
Includes high-torque metal-gear servos, PIR human presence sensors, ultrasonic distance transceivers, and multi-color indicator LEDs.
Printed Bilingual Student Workbooks & Slides
Full-colour printed student engineering logbooks containing algorithmic diagrams, pseudo-code templates, and review rubrics.
10-Session Applied Curriculum Framework
Flexible 5 to 10-session deployment tailored to school timetables, after-school activity slots, or post-exam STEM weeks.
Introduction to Machine Perception & Edge AI
Explore pixel arrays, frame rates, and edge AI versus cloud processing. HuskyLens camera calibration and micro:bit I2C telemetry.
Facial Recognition & Access Control Gates
Train neural classification models to identify student faces; program servo motors to simulate automated campus security barriers.
Object Classification & Feature Extraction
Learn feature extraction principles; train visual models to differentiate recyclable materials including paper, plastic, and metal.
Smart Campus Automated Recycling Bin
Integrate AI camera recognition with dual servo flaps to construct an autonomous, touch-free waste segregation prototype.
Visual Line Tracking & Signpost Recognition
Deploy machine vision to follow colored floor paths and recognize navigational arrows and directional landmarks.
Classroom IoT & Environmental Sensing
Connect PIR motion and ambient environmental sensors to engineer energy-efficient classroom automation routines.
Radio Telemetry & Campus Dashboard
Broadcast vision events and environmental data across micro:bit radios to a real-time central campus telemetry terminal.
Capstone Ideation & System Architecture
Student teams formulate solutions for real school needs (e.g. library seat monitoring, corridor crowding alerts).
Hardware Integration & Model Optimization
Assemble physical chassis, calibrate confidence thresholds under fluctuating lighting, and debug false positives.
Smart Campus Project Showcase & Awards
Student teams present working prototypes to a judging panel, followed by formal certificate and trophy presentation.
EDB Funding Alignment & Institutional Compliance
Curriculum structure and line-item quotations are designed to align with expenditure categories under the EDB IT Innovation Lab, Knowing More About IT, and AI for Empowering Learning & Teaching funding programmes. Fully documented post-programme evaluation reports delivered within 5 working days.