Welcome to PHYS591000

Hands-on Artificial Intelligence for Physics

物理與人工智慧(AI) 實作導論

Spring 2021

National Tsing Hua University

The course “Hands-on Artificial Intelligence (AI) for Physics” is a project-based upper division course aimed to provide practical skills to perform research with neural networks. We will survey the fundamentals of learning in Artificial Neural Networks (ANN) and describe the underlying principles making neural networks generic computing frameworks. We will then build computational skills for training different types of neural networks, such as Convolutional networks, Recurrent Neural Network, Generative Neural Network. Students will learn how to apply the state-of-the-art AI and data science tools on cutting-edge research problems in interdisciplinary fields in physics including particle physics, condensed matter physics and astronomy.