Tools, Tips, Techniques

Virtual environment

• Using pipenv : Markdown

Pandas

• Creating Pandas objects and accessing data from them : Notebook, Markdown

scikit-learn

• TF-IDF : Notebook, Markdown
• Decision tree regressor : Notebook, Markdown
• k-fold cross validation : Notebook, Markdown

Visualization

• Pylab interface : Notebook, Markdown
• Plotting simple vectors using arrows : Notebook, Markdown

Shell stuff

• Shell Commands, Exercises

• Shell tools and scripting, Exercises, Scripts for the exercises

Software engineering practices

• Unit tests

Documentation and display

• Markdown basics
• Jupyter notebook basics : Notebook, Markdown

Keyboard shortcuts

• Bash
• Jupyter notebook: Notebook, Markdown
• VSCode