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KED-AE101 "Introduction to AI Using IoT Devices"

Learn big data processing with AI! Beginner course with practical equipment. A hands-on training material for learning voice/vibration data with AI to perform anomaly detection.

1. Overview of AI (Artificial Intelligence) History of AI / Three Major Classifications of AI / Third AI Boom / Overall Picture of AI Technology Machine Learning / Learning and Inference / Overfitting / Neural Networks / Mechanism of Learning Deep Learning / Tools / Cloud Services 2. Anomaly Detection and Machine Learning What is Anomaly Detection / Use of Deep Learning in Anomaly Detection / Autoencoders Mechanism of Anomaly Detection Using Autoencoders 3. Practical Implementation of Anomaly Detection Systems Practical Deep Learning Using Audio Data Overview of the System / Construction Steps / Files Used in Exercises Data Collection for Learning / Execution of Learning Process / Application of Trained Models / Execution of Inference Process 4. Reference Information for Information Gathering National Initiatives / Rapid Technological Development Books / Study Groups and Seminars / Online Courses Open Data / Competitions YouTube / Social Media / Various Industry Associations