lululxvi/tutorials

Tutorials on deep learning, Python, and dissipative particle dynamics

Jupyter Notebook

Tutorials

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

Deep Learning
Python
Dissipative Particle Dynamics

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.