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MINISTRY OF EDUCATION AND TRAINING HO CHI MINH CITY UNIVERSITY OF TECHNOLOGY AND EDUCATION FACULTY FOR HIGH QUALITY TRAINING GRADUATION PROJECT MECHATRONICS ENGINEERING IOT DEVICE WITH AI SYSTEM FOR ECG CLASSIFICATION AND MONITORING LECTURER: NGUYEN VAN THAI, PHD STUDENT: PHAM CONG THANH SKL010419 Ho Chi Minh City, February 2023 HO CHI MINH CITY UNIVERSITY OF TECHNOLOGY AND EDUCATION FACULTY FOR HIGH QUALITY TRAINING GRADUATION PROJECT IOT DEVICE WITH AI SYSTEM FOR ECG CLASSIFICATION AND MONITORING ADVISOR: NGUYEN VAN THAI, PHD STUDENT NAME: PHAM CONG THANH STUDENT ID: 18146213 MAJOR: MECHATRONICS ENGINEERING Ho Chi Minh City, Feb 2023 HO CHI MINH CITY UNIVERSITY OF TECHNOLOGY AND EDUCATION FACULTY FOR HIGH QUALITY TRAINING GRADUATION PROJECT IOT DEVICE WITH AI SYSTEM FOR ECG CLASSIFICATION AND MONITORING ADVISOR: NGUYEN VAN THAI, PHD STUDENT NAME: PHAM CONG THANH STUDENT ID: 18146213 MAJOR: MECHATRONICS ENGINEERING Ho Chi Minh City, Feb 2023 THE SOCIALIST REPUBLIC OF VIETNAM Independence – Freedom– Happiness ******* ADVISOR’S EVALUATION SHEET Student name: PHAM CONG THANH Student ID:18146213 Major: Mechatronics Project title: IoT Device with AI System for ECG Classification and Monitoring Advisor: NGUYEN VAN THAI, PHD EVALUATION Contents of project: The student has successfully created an AI system, which is deployed on a single board computer Using XGBoost algorithm to classify ECG signals, then storing data in InfluxDB and SQLite Finally, he has created a dashboard for monitoring Strengths: There is a clear workflow for an AI project The student knows how to track during the machine learning experiment process This AI system can run in real-time Weaknesses: Data streaming and dashboard are local versions Approval for oral defense? (Approved or denied) Approved Overall evaluation: (Excellent, Good, Fair, Poor) Excellent Mark: (in words: ) Ho Chi Minh City, Feb 1, 2023 ADVISOR (Sign with full name) i THE SOCIALIST REPUBLIC OF VIETNAM Independence – Freedom– Happiness ******* PRE-DEFENSE EVALUATION SHEET Student name: PHAM CONG THANH Student ID:18146213 Major: Mechatronics Project title: IoT Device with AI System for ECG Classification and Monitoring Name of Reviewer: EVALUATION Contents of project: Strengths: Weaknesses: Approval for oral defense? (Approved or denied) Overall evaluation: (Excellent, Good, Fair, Poor) Mark: (in words: ) Ho Chi Minh City, month day, year REVIEWER (Sign with full name) ii THE SOCIALIST REPUBLIC OF VIETNAM Independence – Freedom– Happiness ******* EVALUATION SHEET OF DEFENSE COMMITTEE MEMBER Student name: PHAM CONG THANH Student ID:18146213 Major: Mechatronics Project title: IoT Device with AI System for ECG Classification and Monitoring Name of Defense Committee Member: EVALUATION Contents of project: Strengths: Weaknesses: Overall evaluation: (Excellent, Good, Fair, Poor) Mark: (in words: ) Ho Chi Minh City, Feb 1, 2023 COMMITTEE MEMBER (Sign with full name) iii THE SOCIALIST REPUBLIC OF VIETNAM Independence – Freedom– Happiness ******* PROJECT PLANNING RECORD Student name: PHAM CONG THANH Student ID:18146213 Major: Mechatronics Project title: IoT device with AI system for ECG Classification and Monitoring To-do list: Problem analyst and find solutions for ECG classification Studying about the cardiovascular system Reading books and thinking about all aspects of an AI system in industry Find datasets for training Find models that are suitable for this case and choose one of them Feature engineer (filtering, scaling, feature extraction) Resampling dataset Training and tuning hyperparameters with wandb Model validation 10 Reading data from the device and feed it into a model for classification 11 Storing data and the result into databases 12 Create Docker image 13 Deploying Machine Learning model in single-board computers (Raspberry Pi, Jetson Nano DevKit, Orange Pi) 14 Write the thesis 15 Design poster and video Review of advisor: iv Start date: 01 02 03 Wednesday, August 31, 2022 04 05 06 07 08 09 10 Week End date: 11 12 13 14 Tuesday, January 31, 2023 15 16 17 18 19 20 21 22 01 02 02 03 02 19 03 03 05 04 07 11 07 11 09 14 10 10 10 11 10 15 16 12 11 13 11 14 14 17 19 01 22 15 17 22 Ho Chi Minh City, Feb 1, 2023 ADVISOR (Sign with full name) v
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