# tutorials

**Repository Path**: liusp1988/tutorials

## Basic Information

- **Project Name**: tutorials
- **Description**: Tutorials on deep learning, Python, and dissipative particle dynamics
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2021-12-10
- **Last Updated**: 2021-12-10

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Tutorials

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

- [Deep Learning](#deep-learning)
- [Python](#python)
- [Dissipative Particle Dynamics](#dissipative-particle-dynamics-dpd)

## Deep Learning

- 2021-12-10, [Physics-informed neural network (PINN)](20211210_pinn/pinn.pdf)
- 2021-12-08, [Deep learning: Software installation & Code implementation](20211208_deep_learning_handson/deep_learning_handson.pdf)
- 2021-12-08, [Deep learning: Concepts & Algorithms](20211208_deep_learning/deep_learning.pdf)
- 2020-05-22, [Double-descent phenomenon in deep learning](20200522_double_descent/double_descent.pdf)
- 2019-08-16, [AutoML: Automated machine learning](20190816_autoML/autoML.pdf)
- 2019-08-16, [Improving simple models with confidence profiles](20190816_ProfWeight/ProfWeight.pdf)
- 2019-01-25, [Introduction to residual neural network (ResNet)](20190125_ResNet/ResNet.pdf)
- 2018-08-03, [Neural networks 101: Implementing feedforward neural nets using TensorFlow](20180803_neural_network/nn_tutorial.pdf)
- 2018-02-16, [4 years of generative adversarial networks (GANs)](20180216_GAN/gan.pdf)

## Python

- 2018-01-24, [Python 101: From zero to hero](20180124_Python/python_tutorial.pdf)

## Dissipative Particle Dynamics (DPD)

- 2015-10-08, [Scaling in DPD](20151008_DPD_scaling/DPD_scaling.pdf)

## License

<a rel="license" href="http://creativecommons.org/licenses/by-nc-nd/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://i.creativecommons.org/l/by-nc-nd/4.0/88x31.png" /></a><br />This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License</a>.