Tutorials

Here are the tutorial talks I gave on various topics, including

• Deep Learning
• Python
• Dissipative Particle Dynamics

Deep Learning

• 2026-03-19, Physics-informed neural network (PINN) and DeepXDE [Video in Chinese]
  • Physics-informed neural network (PINN)
  • DeepXDE
  • DeepXDE demos
• 2022-07-22, Deep Learning for Scientists and Engineers: Introduction
• 2021-12-10, Physics-informed neural network (PINN) [Video in Chinese]
• 2021-12-08, Deep learning: Software installation & Code implementation [Video in Chinese]
• 2021-12-08, Deep learning: Concepts & Algorithms [Video in Chinese]
• 2020-05-22, Double-descent phenomenon in deep learning
• 2019-08-16, AutoML: Automated machine learning
• 2019-08-16, Improving simple models with confidence profiles
• 2019-01-25, Introduction to residual neural network (ResNet)
• 2018-08-03, Neural networks 101: Implementing feedforward neural nets using TensorFlow
• 2018-02-16, 4 years of generative adversarial networks (GANs)

Python

• 2018-01-24, Python 101: From zero to hero

Dissipative Particle Dynamics (DPD)

• 2015-10-08, Scaling in DPD

License

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.