Artificial intelligence (AI) is an essential component of today's security systems, especially in intrusion detection systems that use AI to analyze images and signals from closed- circuit television (CCTV) cameras and sensors, which will increase detection accuracy and reduce human errors. Therefore, vocational education must be developed in line with the advancement of AI technology to better prepare students for careers in related industries. However, the current challenge is that vocational education needs to fully integrate AI technology, primarily due to the lack of appropriate learning materials and understanding of the application of AI in security systems. This study aims to create a practical AI security system learning kit for intrusion detection to teach students practical skills in AI-driven security systems in real-world scenarios. A total of 20 vocational students were recruited for the experiment study. The results showed that the students had high-practical skills and positive attitudes after using the learning kit. © 2024 IEEE.
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