Design of Experiments

12.

Software Tools and Implementation

12.1.

Statistical Software Overview

12.1.1.

R and R Packages

12.1.2.

12.1.3.

12.1.4.

12.1.5.

Python Libraries

12.2.

Design Generation

12.2.1.

Creating Experimental Designs

12.2.2.

Randomization Procedures

12.2.3.

Design Evaluation

12.2.4.

Design Modification

12.3.

Data Analysis Implementation

12.3.1.

Data Import and Management

12.3.2.

Statistical Analysis Procedures

12.3.3.

Model Fitting and Selection

12.3.4.

Diagnostic Procedures

12.4.

Visualization and Reporting

12.4.1.

Statistical Graphics

12.4.2.

Response Surface Plots

12.4.3.

Interaction Plots

12.4.4.

Report Generation

12.4.5.

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11. Statistical Analysis and Model Building

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13. Quality Control and Best Practices