Getting Started

Set up a virtual environment

Comment according to PEP8 standards

Check everything for PEP8 compliance


Handle outliers with log-based normalization


Improve target analysis with qcut

Leverage Predictive Power Score instead of correlation

Add visualizations to feature analysis

Simplify time series analysis


Set DataFrame display options

Change how pandas displays numbers

Import Excel workbook and append sheet name

Check a random selection of pandas rows

Read in a .csv and set index

Create a pivot table

Model Optimization

Measure and optimize runtime

Set up ML Flow for experiment tracking


Understand the __main__ function

Check size of packages

Check memory usage

Clean the conda cache


Walkthrough: Mapping GIS Data in Python

How to Use Clustering to Create a Neighborhood Explorer Tool

Named Entity Recognition for Clinical Text

10 Python Skills for Beginners