KED-AE101 "Introduction to AI Using IoT Devices"
Introduction to IoT Sensors & AI Analysis Learning Kit
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
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basic information
Case Study - Practical Implementation of Anomaly Detection System To deepen the understanding of inference processing using machine learning, let's build an anomaly detection system using deep learning with audio data. System Overview We will construct an anomaly detection AI system using a CPU board (Raspberry Pi) as follows: - CPU board (Raspberry Pi) - USB microphone - FAN Implemented as a service on the cloud (GCP) 1. Acquisition of sensor data 2. Transmission of information obtained from the sensor 3. Execution of judgment processing - Obtain judgment results 4. Output of judgment results Construction Steps The system will be constructed following these steps: 1. Data collection for learning 2. Execution of learning processing 3. Application of the trained model 4. Execution of inference processing Although the configuration uses a cloud environment to simplify the exercise, it is also possible to execute learning and inference processing on a work PC using tools like ANACONDA. Instructor guidance via ZOOM is also available. (Paid service, 50,000 yen for 2 days per person)
Price information
- 1 Set ¥100,000 - Includes original text, CPU board, microphone, and fan (ideal for implementing anomaly detection and big data analysis) - Support contract ¥20,000 per year (version updates, usage guidance, email Q&A) - Workshop for 1 person, 2 days (10:00 AM to 6:00 PM), practical kit rental ¥50,000 (remote via ZOOM, discounts available depending on the number of participants)
Price range
P2
Delivery Time
P4
※The delivery date may vary depending on the quantity, so please feel free to contact us.
Applications/Examples of results
Starting with the release of the embedded learning kit (TRON) 20 years ago, we have a track record with 300 users (educational institutions and corporate training). In recent years, there has been a growing demand for IoT + AI that processes big data from embedded systems. On December 1, 2020, we developed and launched a practical kit for "IoT devices + AI processing" using sensors. - IoT + AI learning kit (CPU board, microphone) - Learning CPU board - Expansion board (I/O, AD, etc.) - Practical training using a 5-axis robot
Detailed information
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◎ AI Course Utilizing IoT Devices! ◎ NEW Starting December 2020, we will hold two courses in the "Kyoei Electronics IoT Course." (1) Introduction to AI Using IoT Devices A two-day course covering the basics of AI and practical exercises on implementing "anomaly detection" using AI. (2) Introduction to Networking & Security Learn the basics of IoT, the structure of networks, and network security while practically observing actual packet data. ★ Details will be announced soon on this website. ★ Overview brochure (download) PDF
Company information
- Sales/installation/consulting of network equipment - Sales of measuring instruments - Rental of electronic devices, sales of used measuring instruments - Software/hardware development and manufacturing - Educational materials: robotic arms, real-time OS programming learning - Introduction to AI using IoT devices (sensors) (optimal as a practical material for implementing "anomaly detection" using AI) - Security educational materials - Security-related software: DDoS, EDR, authentication, etc.
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