Course: APCTP Training Course on Artificial Intelligence for Complex System

Training Course on Artificial Intelligence for Complex System

Harnessing Artificial Intelligence to Tackle Complex Challenges in Biomedical and Climate Systems

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INTRODUCTION

Artificial intelligence (AI) is an approach widely implemented across various aspects of human life, including decision-making support. This approach has the capability to analyze large datasets, identify patterns, and generate intelligent solutions. Over the past decade, AI technology has advanced significantly and has been adopted across numerous sectors such as healthcare, finance, manufacturing, and transportation. Innovations in AI present new opportunities as well as complex challenges, especially within the context of existing human-life systems. Thus, understanding the dynamics of complex systems and the interactions between different components within transportation networks, ecosystems, and social systems is essential to developing sustainable solutions.

In the context of complex biomedical systems, challenges often arise from the interdependent nature of various elements, including patients, healthcare providers, technology, and health policies. Data generated from diverse sources must be effectively managed to yield insights valuable for clinical decision-making and public health management. High levels of uncertainty and variability within healthcare systems necessitate holistic and integrative approaches that AI can provide. This training aims to prepare participants with a deep understanding of AI applications in complex systems, emphasizing how this technology can address issues such as data heterogeneity, risk management, and clinical process optimization. Consequently, participants are expected to contribute to enhancing healthcare efficiency and effectiveness, as well as creating innovative, positively impactful solutions.

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VENUE

KST Samaun Samadikun
Badan Riset dan Inovasi Nasional
Jl. Sangkuriang, Dago, Kecamatan Coblong, Kota Bandung, Jawa Barat 40135
https://maps.app.goo.gl/dv7FUkE2hYFvA3gh7

TRAINING MATERIALS

We provide the PROGRAM BOOK and SUPPORTING MATERIAL that will be continuously updated during the workshop on the following link:
https://briliant.brin.go.id/

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TRAINING COURSE PROGRAME

Prof. Sin Bong-Kee (Department of Computer Engineering, Pukyong National University)
Dr. Sanghwan Lee (Korea Institute of Science and Technology Information, KISTI)
Adhi Harmoko Saputro, Ph.D. (Department of Physics, Universitas Indonesia)
Syahril Siregar, Ph.D. (Department of Physics, Universitas Indonesia)
Dr. Eng. Yuyun, M.T. (Research Center for Data and Information Sciences, National Research and Innovation Agency)
Dr. Kokoy Siti Komariah, M.Eng. (Research Center for Data and Information Sciences, National Research and Innovation Agency)
Dr. Hengki Muradi (Research Center for Data and Information Sciences, National Research and Innovation Agency)
Dr. Arida Ferti Syafiandini (Research Center for Computing, National Research and Innovation Agency)
Dr. Ir. Yuliana Susilowati, M.Si. (Research Center for Climate and Atmosphere, National Research and Innovation Agency)
Agus Setiawan, Ph.D. (Research Centre for Deep Sea, National Research and Innovation Agency)

This training course is designed for:

Undergraduate, graduate, and post-graduate students enrolled in relevant disciplines such as computer science, biochemistry, pharmacy, biomedical engineering, geology, climate sciences, and related fields.
Early-career researchers, engineers, and data scientists working in biomedical or climate-related sectors who seek to deepen their understanding and practical skills in AI applications.
Professionals from the private sector engaged in developing, implementing, or utilizing AI-based technologies to innovate solutions in healthcare, environmental management, and sustainability.

Participants from diverse backgrounds will benefit from this course, gaining interdisciplinary insights and hands-on experience to apply AI in complex biomedical and climate system challenges effectively.

Selected Participants

Training Course on Artificial Intelligence (AI) for Complex Systems

K.S.T. Samaun Samadikun, BRIN, 25^th to 29^th August 2025

Asia Pacific Center for Theoretical Physic (APCTP)
University of Indonesia
National Research and Innovation Agency (BRIN)

1^st Day (August 25^th, 2025)
Time	Subject	Speaker/PiC
08.15 - 08.45	Opening Ceremony	Head of Research Organization for Electronic and Informatics, BRIN
08.45 - 09.30	Pre Test	Organizer
09.30 - 09.45	Coffee Break
09.45 -11.15	Overview Training Course AI for Complex Systems	Dr. Eng. Yuyun
11.15 -12.00	Fundamentals of AI and Machine Learning	Prof. Sin Bong-Kee
12.00 -13.00	Lunch Break
13.00 -13.45	Fundamentals of AI and Machine Learning	Prof. Sin Bong-Kee
13.45 - 15.15	Workshop - Hands-on Introduction to AI Tools (Python, R)	Adhi Harmoko Saputro, Ph.D.
15.15 - 15.30	Coffee Break
15.30 - 17.00	Workshop - Hands-on Introduction to AI Tools (Python, R)	Adhi Harmoko Saputro, Ph.D.

2^nd Day (August 26^th, 2025)
Time	Subject	Speaker/PiC
09.00 - 10.30	Data Preprocessing and Cleaning Techniques	Adhi Harmoko Saputro, Ph.D.
10.30 - 10.45	Coffee Break
10.45 - 12.15	Workshop - Building Models	Dr. Eng. Yuyun & Radhiatul Fajri, M.Kom
12.15 - 13.00	Lunch Break
13.00 - 16.05	Workshop - Building Models	Dr. Eng. Yuyun & Radhiatul Fajri, M.Kom
16.05 - 16.20	Coffee Break
16.20 - 17.00	Data Privacy and Ethics in AI	Dr. Hengki Muradi

3^rd Day (August 27^th, 2025)
Time	Classroom A	Classroom B	Classroom C
09.00 - 09.45	AI for Biomedical (Dr. Arida Ferti Syafiandini)	AI Application in Time Series Analysis (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Scraping Social Media Data: Tourism, Restaurant, Hotel, Selenium, Beautiful Shoop (Dr Kokoy Siti Komariah)
09.45 - 10.30	AI for Biomedical (Dr. Arida Ferti Syafiandini)	AI Application in Time Series Analysis (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Cleaning and Preprocessing Data (Dr. Hengki Muradi)
10.30 - 10.45	Coffee Break
10.45 - 11.30	Machine Learning for Drug Solubility (Dr. Ratna Surya Alwi)	AI Application in Spatial Analysis (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Traditional Machine Learning: Boosting Machine Model “SVM, Logistic Regression (Prof. Sin Bong-Kee)
11.30 - 12.15	Machine Learning for Drug Solubility (Dr. Ratna Surya Alwi)	AI Application in Spatial Analysis (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Traditional Machine Learning: Boosting Machine Model “SVM, Logistic Regression (Prof. Sin Bong-Kee)
12.15 - 13.00	Lunch Break
13.00 - 13.45	Hands on Practice: Machine Learning for Drug Solubility (Dr. Ratna Surya Alwi)	Data Assimilation: Ensemble Kalman Filter (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Traditional Machine Learning: Boosting Machine Model “SVM, Logistic Regression (Prof. Sin Bong-Kee)
13.45 - 14.30	Deep Learning in Medical Imaging (Dr. Syahril Siregar)	Data Assimilation: Ensemble Kalman Filter (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Deep Learning Model: CNN+LSTM (Prof. Sin Bong-Kee)
14.30 - 15.15	Deep Learning in Medical Imaging (Dr. Syahril Siregar)	AI for Data Assimilation (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Deep Learning Model: CNN+LSTM (Prof. Sin Bong-Kee)
15.15 - 15.30	Coffe Break
15.30 - 17.00	Hands on Practice: Deep Learning in Medical Imaging (Dr. Syahril Siregar)	AI for Data Assimilation (Dr. Yuliana Susilowati dan Agus Setiawan, Ph.D.)	Deep Learning Model: CNN+LSTM (Prof. Sin Bong-Kee)

4^thDay (August 28^th, 2025)
Time	Classroom A	Classroom B	Classroom C
09.00 - 09.45	Natural Language Processing for Biomedical Purpose (Dr. Arida Ferti Syafiandini and Dr. Muhammad Syafrudin)	Hands-on practice: Implementation AI in Climate Dynamics (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Transformers: Bert Model (Dr.Eng.Yuyun, M.T. and Radhiatul Fajri, M.Kom)
09.45 - 10.30	Natural Language Processing for Biomedical Purpose (Dr. Arida Ferti Syafiandini and Dr. Muhammad Syafrudin)	Hands-on practice: Implementation AI in Climate Dynamics (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Transformers: Bert Model (Dr.Eng.Yuyun, M.T. and Radhiatul Fajri, M.Kom)
10.30 - 10.45	Coffee Break
10.45 - 11.30	AI Solution in Big Data Processing (Dr. Arida Ferti Syafiandini and Dr. Muhammad Syafrudin)	Hands-on practice: Implementation AI in Climate Dynamics (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Transformers: Bert Model (Dr.Eng.Yuyun, M.T. and Radhiatul Fajri, M.Kom)
11.30 - 12.15	AI Solution in Big Data Processing (Dr. Arida Ferti Syafiandini and Dr. Muhammad Syafrudin)	Hands-on practice: Implementation AI in Climate Dynamics (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Transformers: Bert Model (Dr.Eng.Yuyun, M.T. and Radhiatul Fajri, M.Kom)
12.15 - 13.00	Lunch Break
13.00 - 13.45	Case Studies in Big Data Processing (Dr. Arida Ferti Syafiandini and Dr. Muhammad Syafrudin)	Hands-on practice: Implementation AI in Climate Dynamics (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Transformers: Bert Model (Dr.Eng.Yuyun, M.T. and Radhiatul Fajri, M.Kom)
13.45 - 14.30	Case Studies in Big Data Processing (Dr. Arida Ferti Syafiandini and Dr. Muhammad Syafrudin)	Hands-on practice: Implementation AI in Climate Dynamics (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Deployment Model: Web-based Stream IT (Dr. Kokoy Siti Komariah and Radhiatul Fajri, M.Kom)
14.30 - 15.15	Case Studies in Big Data Processing (Dr. Arida Ferti Syafiandini and Dr. Muhammad Syafrudin)	Hands-on practice: Implementation AI in Climate Dynamics (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Deployment Model: Web-based Stream IT (Dr. Kokoy Siti Komariah and Radhiatul Fajri, M.Kom)
15.15 - 15.30	Coffe Break
15.30 - 17.00	Case Studies in Big Data Processing (Dr. Arida Ferti Syafiandini and Dr. Muhammad Syafrudin)	Hands-on practice: Implementation AI in Climate Dynamics (Dr. Yuliana Susilowati and Agus Setiawan, Ph.D.)	Deployment Model: Web-based Stream IT (Dr. Kokoy Siti Komariah and Radhiatul Fajri, M.Kom)

5^th Day (August 29^th, 2025)
Time	Subject	Speaker/PiC
09.00 - 09.45	Leveraging HPC and AI: How Lenovo Empowers Innovation	Halim Kurniawan (Lenovo Indonesia)
09.45 - 10.30	Post Test	Organizer
10.30 - 11.00	Closing Ceremony	Deputy Chairman for S&T Human Resources, BRIN

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Directorate for Competency Development, B.J. Habibie Building, Jalan M.H Thamrin Nomor 8, Central Jakarta 10340, Telephone/Whatsapp 081299783640 (secretariat; Nurdiansah Dwi Sasongko)

Whatsapp: Nurdiansah Dwi Sasongko

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