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Tutorials on deep learning, Python, and dissipative particle dynamics

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

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