Tutorials
Here are the tutorial talks I gave on various topics, including
Deep Learning
- 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.
