Corporate Training By Zack Academy - Statistical Models for Data Analysis - Nyaude Learning Academy

Why Should You take This Statistical Models for Data Analysis course?

Are you looking for an opportunity to learn R-Plus for statistical computing and Minitab? This Statistical Models for Data Analysis course is data driven, designed to equip learners with capabilities to manipulate complex and simple data without sweating. At the end of the course learners will be able to analyze data using Minitab and R-Plus. Examples are demonstrated and illustrated using both Minitab and R/S-Plus statistical software.

This Statistical Models for Data Analysis course provides the opportunity for students to learn R-Plus and Minitab at the same time. Examples given during in class assignments are illustrated using both software packages.

Intended Audience:

• Lean Six Sigma professionals - from beginner level to advanced level
• Data Analysts
• Production Managers
• Anyone responsible for producing charts

In this course you will learn about:

• Simple Linear Regression
• Multiple Linear Regression
• Non-Linear Regression
• Logistic Regression
• Criteria for Model Selection
• Criteria for Model Validation
• Single Factor Design of Experiments (DOE)
• Two Factors Design of Experiments (DOE)
• Three Factors Design of Experiments (DOE)
• K-factor Experiments with Two Levels
• Fractional Factorial Designs

Course Completion Requirements:  There will be in-class assignments, exercises and projects. Full completion of assignments and attendance at all classes is required to earn certification. No quiz or final exam.

Syllabus

Week 1
Simple Linear Regression

Week 2
Multiple Linear Regression

Week 3
Non-Linear Regression

Week 4
Logistic Regression

Week 5
Criteria for Model Selection

Week 6
Criteria for Model Validation

Week 7
Single Factor Design of Experiments (DOE)

Week 8
Two Factors Design of Experiments (DOE)

Week 9
Three Factors Design of Experiments (DOE)

Week 10
K-factor Experiments with two Levels, and
Fractional Factorial Designs