Nuclear Physics School (NPS2025)

Session

Machine Learning Application

1 Jul 2025, 11:00

세미나실 (제주대학교 연수원)

Conveners

Machine Learning Application

• MinJung Kweon (Inha University)

Machine Learning Application

• MinJung Kweon (Inha University)

Machine Learning Application

• There are no conveners in this block

Machine Learning Application

• MinJung Kweon (Inha University)

Machine Learning Application

• MinJung Kweon (Inha University)

Machine Learning Application

• MinJung Kweon (Inha University)

Machine Learning Application

• MinJung Kweon (Inha University)

Machine Learning Application

• MinJung Kweon (Inha University)

Machine Learning Application

• MinJung Kweon (Inha University)

Machine Learning Application

• MinJung Kweon (Inha University)

Presentation materials

SMITH_ML_nuclear_astro.pdf

5. Machine learning in physical science: basics, applications, and challenges I

Dr Min-Su Shin (KASI)

01/07/2025, 11:00

6. Machine learning in physical science: basics, applications, and challenges II

Dr Min-Su Shin (KASI)

01/07/2025, 14:00

16. Selected Algorithms I: Decision Tree, Ensemble Learning, Boosting, Generative Adversarial Network (GAN)

MinJung Kweon (Inha University)

01/07/2025, 16:00

다른 강연자의 강연 내용에 따라 내용을 덧붙이거나 뺄 예정

7. Using generative models for nuclear and particle physics I

Prof. Suyong Choi (Korea University)

02/07/2025, 09:00

8. Using generative models for nuclear and particle physics II

Prof. Suyong Choi (Korea University)

02/07/2025, 10:30

9. Density Estimation with Neural Transformations: Normalizing Flows and Diffusion Models

Dr Sung Hak Lim (IBS)

02/07/2025, 12:30

Hands On 예제
https://drive.google.com/drive/folders/1F_0j1VZsexVOsW26VHDms6COblfqW5G2

참고자료:
2210.02747
2302.00482
2305.13358
2412.14236
2505.00763
NF: 1908.09257
Diffusion model: 2011.13456

10. Galactic Dark Matter Density Estimation Using Astronomical Surveys of Galaxies

Dr Sung Hak Lim (IBS)

02/07/2025, 14:30

11. Applications of Machine Learning in Nuclear Physics and Opportunities for Nucleosynthesis Studies (TBC)

Dr Michael Smith (Oak Ridge National Laboratory)

03/07/2025, 09:00

12. Application of AI/ML in Relativistic Heavy Ion Physics

Dr Yeonju Go (Brookhaven National Laboratory)

03/07/2025, 11:00

17. Selected Algorithms II: CNN, RNN, Transformer

MinJung Kweon (Inha University)

03/07/2025, 15:30