GraceXu182 / tutorials-1

Tutorials on neural networks, Python and dissipative particle dynamics

Tutorials

Here are the tutorial talks I gave on CRUNCH group, including topics on

• Deep Learning
• Python
• Dissipative Particle Dynamics

Deep Learning

• 2018-02-16, 4 years of generative adversarial networks (GANs)
• 2018-08-03, Neural networks 101: Implementing feedforward neural nets using TensorFlow
• 2019-01-25, Introduction to residual neural network (ResNet)
• 2019-08-16, Improving simple models with confidence profiles
• 2019-08-16, AutoML: Automated machine learning
• 2020-05-22, Double-descent phenomenon in deep learning

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.