Materials

Teaching:

Machine learning:

  • Building machine learning models and neural networks with libraries like Scikit-Learn, PyTorch, or Tensorflow and Keras (now a part of Tensorflow) has become quite easy. Nevertheless, every Data Scientist should at least once build a small neural network from scratch and dive into the calculus of backpropagation. Here you can find a Jupyter-Notebook doing exactly this (MyBinder**).

Dynamical systems:

  • Predator Prey model in Python (Jupyter Notebook), stability analysis and numerical solution. Azure Notebooks* | MyBinder**

Network science:

Research:

*Azure requires microsoft/hotmail/skype account, to run the notebook you have to click on “clone”
**MyBinder (beta): allows you to run the notebook remotely without any login.

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