Best Practices and Workflow

Introduction Section

Setup and Imports

Data Loading

Data Cleaning

Exploratory Analysis

Modeling and Analysis

Results and Visualization

Conclusion

Documentation Standards

Git Challenges with Notebooks

NBdime for Better Diffs

Gitignore Configuration

Collaboration Strategies

Notebook Versioning

Modularity Principles

Function Extraction

External Python Files

Import Strategies

Project Structure

Code Documentation

Markdown Documentation

Inline Comments

Docstring Usage

Efficient Code Practices

Memory Management

Large Dataset Handling

Kernel Resource Management