All tutorials below are prepared as Jupyter Notebooks
These are:
- 00_Jupyter - tutorial of basic and advanced usage of Jupyter Notebooks
- 01_cookbook - very broad tutorial of scientific Python usage in specific applications from statystics and machine learning to signal processing. Also good ways and practices of optimization
- Bokeh - tutorial of Bokeh visualization
- Cheatsheets - many cheatsheets about R and Python
- Example Data Science Notebook - very detailed and well prepared example of notebook about classification on Iris dataset
- Python Data Science Handbook - great tutorial of most important machine learning Python libraries - NumPy, Pandas, matplotlib and Scikit-Learn. Also IPython chapter
- SKLearn Tutorial - look at basic Scikit-Learn algorithms
- Titanic - well prepared and detailed notebook about classification on Titanic dataset