Python

Getting Started

Set up a virtual environment

Comment according to PEP8 standards

Check everything for PEP8 compliance

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Preprocessing 

Handle outliers with log-based normalization

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Analysis

Improve target analysis with qcut

Leverage Predictive Power Score instead of correlation

Add visualizations to feature analysis

Simplify time series analysis

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pandas

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

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Model Optimization

Measure and optimize runtime

Set up ML Flow for experiment tracking

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Other

Understand the __main__ function

Check size of packages

Check memory usage

Clean the conda cache

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Projects

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