Process Improvement using Data

A Python package for multivariate data analysis, designed experiments, and process monitoring. Companion to the online textbook Process Improvement using Data.

Contents

• Quick Start
  • Installation
  • PCA Example
  • PLS Example
  • Component Selection
  • DOE Strategy Example
• User Guide
  • Multivariate Analysis
  • Selecting the Number of Components
  • Experimental Strategy Recommendation
  • Case studies
• API Reference
  • Multivariate Analysis
  • Univariate Statistics
  • Process Monitoring
  • Designed Experiments
  • Regression
  • Batch Data Analysis
  • Bivariate Analysis
  • Visualization