Deep Learning for Physics - DELPHYS 2025

14 Dec 2025, 14:00 → 20 Dec 2025, 13:00 Asia/Bangkok

Caribbean (Naval Sea Power Center (ศูนย์สมุททานุภาพ กองทัพเรือ))

Piyabut Burikham, Teeraparb Chantavat (Naresuan University) , Utane Sawangwit (National Astronomical Research Institute of Thailand)

 

This workshop is intended for Thai undergraduate/graduate students and researchers interested in machine learning and deep learning with applications in physics. During this workshop, participants will learn:

• Basic programming in machine learning and deep learning.
• Supervised machine learning: regression and classification.
• Unsupervised machine learning.
• Deep learning: image processing and neural network.
• Applications in physics: time series data, cosmology.

Organizing Committee

• Piyabut Burikham, Chulalongkorn University.
• Teeraparb Chantavat, Institute for Fundamental Study, Naresuan University.
• Utane Sawangwit, National Astronomical Research Institute of Thailand.
• Sujin Suwanna, Mahidol University.
• Suraphong Yuma, Mahidol University.

Limited availability up to 30 participants.  The attending participants will be announced at later time.  The participants must bring his/her own computer/laptop to the workshop.

All lectures are delivered in Thai.

Deadline for Registration 17 November 2025

Download hi-res poster

Sunday, 14 December

14:00 → 22:00 Arrival

Arrival at Naval Sea Power

Monday, 15 December

08:30 → 09:00 Opening Ceremony

09:00 → 10:30 Lecture: Lecture 1

09:00 Basic Programming in Machine Learning and Deep Learning I

Speaker: Dr Teeraparb Chantavat (Naresuan University)

10:30 → 10:45 Break

10:45 → 12:00 Lecture: Lecture 2

10:45 Basic Programming in Machine Learning and Deep Learning II

Speaker: Dr Teeraparb Chantavat (Naresuan University)

12:00 → 13:00 Lunch

13:00 → 14:30 Lecture: Lecture 3

13:00 Basic Programming in Machine Learning and Deep Learning III

Speaker: Dr Teeraparb Chantavat (Naresuan University)

14:30 → 14:45 Break

14:45 → 16:00 Lecture: Lecture 4

14:45 Basic Programming in Machine Learning and Deep Learning IV

Speaker: Dr Teeraparb Chantavat (Naresuan University)

16:00 → 18:00 Tutorial: Tutorial 1

16:00 Program Installation

Installing programs and libraries for machine learning and deep learning.

Speaker: Dr Suraphong Yuma (Mahidol University)

Tuesday, 16 December

09:00 → 10:30 Lecture: Lecture 5

09:00 Supervised Machine Learning: Regression I

Speakers: Mr Aniwat Kesorn (Mahidol University) , Dr Sujin Suwanna (Mahidol University)

10:30 → 10:45 Break

10:45 → 12:00 Lecture: Lecture 6

10:45 Supervised Machine Learning: Regression II

Speakers: Mr Aniwat Kesorn (Mahidol University) , Dr Sujin Suwanna (Mahidol University)

12:00 → 13:00 Lunch

13:00 → 14:30 Lecture: Lecture 7

13:00 Supervised Machine Learning: Classification I

Speakers: Mr Aniwat Kesorn (Mahidol University) , Dr Sujin Suwanna (Mahidol University)

14:30 → 14:45 Break

14:45 → 16:00 Lecture: Lecture 8

14:45 Supervised Machine Learning: Classification II

Speakers: Mr Aniwat Kesorn (Mahidol University) , Dr Sujin Suwanna (Mahidol University)

16:00 → 18:00 Tutorial: Tutorial 2

16:00 Tutorial on supervised machine learning

Speakers: Mr Aniwat Kesorn (Mahidol University) , Dr Sujin Suwanna (Mahidol University)

Wednesday, 17 December

09:00 → 10:30 Lecture: Lecture 9

09:00 Machine learning in time series data I

Speaker: Dr Ittipon Fongkaew (Suranaree University of Technology)

10:30 → 10:45 Break

10:45 → 12:00 Lecture: Lecture 10

10:45 Machine learning in time series data II

Speaker: Dr Ittipon Fongkaew (Suranaree University of Technology)

12:00 → 13:00 Lunch

13:00 → 14:30 Lecture: Lecture 11

13:00 Machine learning in time series data III

Speaker: Dr Ittipon Fongkaew (Suranaree University of Technology)

14:30 → 14:45 Break

14:45 → 16:00 Lecture: Lecture 12

14:45 Machine learning in time series data IV

Speaker: Dr Ittipon Fongkaew (Suranaree University of Technology)

16:00 → 18:00 Tutorial: Tutorial 3

16:00 Tutorial on machine learning in time series data

Speaker: Dr Ittipon Fongkaew (Suranaree University of Technology)

Thursday, 18 December

09:00 → 10:30 Lecture: Lecture 13

09:00 Image processing, neural network and deep learning

Speaker: Dr Suraphong Yuma (Mahidol University)

10:30 → 10:45 Break

10:45 → 12:00 Lecture: Lecture 14

10:45 Deep learning on the sphere and its application in cosmology I

Speaker: Dr Utane Sawangwit (National Astronomical Research Institute of Thailand)

12:00 → 13:00 Lunch

13:00 → 14:30 Lecture: Lecture 15

13:00 Deep learning on the sphere and its application in cosmology II

Speaker: Dr Utane Sawangwit (National Astronomical Research Institute of Thailand)

14:30 → 14:45 Break

14:45 → 16:00 Tutorial

14:45 Image processing, neural network and deep learning

Speaker: Dr Suraphong Yuma (Mahidol University)

16:00 → 18:00 Tutorial

16:00 Deep learning on the sphere and its application in cosmology

Speaker: Dr Utane Sawangwit (National Astronomical Research Institute of Thailand)

Friday, 19 December

09:00 → 10:30 Lecture: Lecture 17

09:00 Unsupervised machine learning I

Speaker: Dr Poemwai Chainakun (Suranaree University of Technology)

10:30 → 10:45 Break

10:45 → 12:00 Lecture: Lecture 18

10:45 Unsupervised machine learning II

Speaker: Dr Poemwai Chainakun (Suranaree University of Technology)

12:00 → 13:00 Lunch

13:00 → 14:30 Lecture: Lecture 19

13:00 Unsupervised machine learning III

Speaker: Dr Poemwai Chainakun (Suranaree University of Technology)

14:30 → 14:45 Break

14:45 → 16:00 Lecture: Lecture 20

14:45 Unsupervised machine learning IV

Speaker: Dr Poemwai Chainakun (Suranaree University of Technology)

16:00 → 18:00 Tutorial: Tutorial 5

16:00 Unsupervised machine learning: case study

Speaker: Dr Poemwai Chainakun (Suranaree University of Technology)

Saturday, 20 December

09:00 → 10:30 Lecture: Lecture 21

09:00 Q & A Session I

Speakers: Dr Sujin Suwanna (Mahidol University) , Dr Suraphong Yuma (Mahidol University) , Dr Teeraparb Chantavat (Naresuan University) , Dr Utane Sawangwit (National Astronomical Research Institute of Thailand)

10:30 → 10:45 Break

10:45 → 12:00 Lecture: Lecture 22

10:45 Q & A Session II

Speakers: Dr Sujin Suwanna (Mahidol University) , Dr Suraphong Yuma (Mahidol University) , Dr Teeraparb Chantavat (Naresuan University) , Dr Utane Sawangwit (National Astronomical Research Institute of Thailand)

12:00 → 13:00 Lunch