Interactive Visual Statistics

Interactive Visual Statistics

Learn how to use tools for visual statistics in Dataiku DSS.

About this course

 

The Interactive Visual Statistics course is designed to provide a hands-on overview of statistical analysis in Dataiku DSS and to equip you to perform exploratory data analysis (EDA). Completion of this course will enable you to move on to more advanced courses.

Throughout the course, we will perform EDA on wine quality datasets. Each section of the course begins with short video lessons that teach key concepts. The hands-on lessons that follow provide detailed instructions for you to practice working in the interactive statistics interface and implement common tasks in descriptive and inferential statistics. You'll also get to perform curve and distribution fitting, analyze the effects of dimensionality reduction, and more.

 

 

Learning Objectives

At the end of this course, you will be able to:

1 - Implement EDA using both descriptive and inferential statistics

2 - Perform curve and distribution fitting

3 - Explore pairwise correlations in a correlation matrix

3 - Analyze the effects of implementing dimensionality reduction

Course Properties

Course Title Interactive Visual Statistics

Target Audience

Anyone interested in performing statistical analysis using the interactive visual statistics interface in Dataiku DSS

Access Level

Free / included with registration

Estimated Time for Completion

68 Minutes

Completion Criteria

Pass all section waypoints with 65% and the course checkpoint with 80% 

Supplemental Materials (Y/N)

NONE

Knowledge Prerequisite(s)

Some prior knowledge of hypothesis tests, EDA, correlation, probability distributions, and PCA

You can also take the optional Intro to Statistical Analysis course when it becomes available.

Technical Prerequisite(s)

Dataiku DSS - Latest version (FREE EDITION is enough)

 

Start by watching the Course Introduction: Interactive Visual Statistics video and by looking at some key concepts: Statistics Worksheet and Statistics Card.

Curriculum68 min

  • Preview
    Course Introduction: Interactive Visual Statistics 2 min
  • The Interactive Statistics Interface
  • Concept: Statistics Worksheet 1 min

    Concept: Statistics Worksheet

  • Concept: Statistics Card 1 min

    Concept: Statistics Card

  • Concept Summary: The Interactive Visual Statistics Interface 1 min

    Concept Summary: The Interactive Visual Statistics Interface

  • Hands-On: Explore the Interactive Statistics Interface 1 min
  • Quiz: The Interactive Visual Statistics Interface 2 min
  • Univariate and Bivariate Analysis
  • Concept: Categorical and Numerical Variables 1 min
  • Concept: Factor and Response 1 min
  • Concept Summary: Univariate and Bivariate Analysis 1 min
  • Hands-On: Perform Univariate Analysis 1 min
  • Hands-On: Perform Bivariate Analysis 1 min
  • Quiz: Univariate and Bivariate Analysis 2 min
  • Fit Curves and Distributions
  • Concept: Fit Curves and Distributions 2 min
  • Concept Summary: Fit Curves and Distributions 1 min
  • Hands-On: Fit Univariate Distributions 1 min
  • Hands-On: Fit Bivariate Distributions 0 min
  • Hands-On: Model the Relationship Between Two Variables 0 min
  • Quiz: Fit Curves and Distributions 2 min
  • Correlation Matrix
  • Concept: Correlation Matrix 2 min
  • Concept Summary: Correlation Matrix 1 min
  • Hands-On: Create a Correlation Matrix 0 min
  • Quiz: Correlation Matrix 2 min
  • Principal Component Analysis
  • Concept: Principal Component Analysis 2 min
  • Concept Summary: Principal Component Analysis 1 min
  • Hands-On: Analyze Effects of Dimensionality Reduction 1 min
  • Quiz: Principal Component Analysis 2 min
  • Statistical Testing
  • Concept: Hypothesis Testing 1 min
  • Concept: Test Categories 2 min
  • Concept: Grouping Variable 1 min
  • Concept: Adjustment Method 1 min
  • Concept Summary: Statistical Testing 3 min
  • Hands-On: Perform One-Sample Location Tests 1 min
  • Hands-On: Perform One-Sample Distribution Tests 0 min
  • Hands-On: Perform Two-Sample Location Tests 0 min
  • Hands-On: Perform Two-Sample Distribution Tests 0 min
  • Hands-On: Perform N-Sample Location Tests 0 min
  • Hands-On: Perform Tests on Categorical Variables 0 min
  • Quiz: Statistical Testing 2 min
  • Wrap Up
  • Course Checkpoint 5 min
  • Tell Us What You Think 1 min
  • Course Complete 1 min

About this course

 

The Interactive Visual Statistics course is designed to provide a hands-on overview of statistical analysis in Dataiku DSS and to equip you to perform exploratory data analysis (EDA). Completion of this course will enable you to move on to more advanced courses.

Throughout the course, we will perform EDA on wine quality datasets. Each section of the course begins with short video lessons that teach key concepts. The hands-on lessons that follow provide detailed instructions for you to practice working in the interactive statistics interface and implement common tasks in descriptive and inferential statistics. You'll also get to perform curve and distribution fitting, analyze the effects of dimensionality reduction, and more.

 

 

Learning Objectives

At the end of this course, you will be able to:

1 - Implement EDA using both descriptive and inferential statistics

2 - Perform curve and distribution fitting

3 - Explore pairwise correlations in a correlation matrix

3 - Analyze the effects of implementing dimensionality reduction

Course Properties

Course Title Interactive Visual Statistics

Target Audience

Anyone interested in performing statistical analysis using the interactive visual statistics interface in Dataiku DSS

Access Level

Free / included with registration

Estimated Time for Completion

68 Minutes

Completion Criteria

Pass all section waypoints with 65% and the course checkpoint with 80% 

Supplemental Materials (Y/N)

NONE

Knowledge Prerequisite(s)

Some prior knowledge of hypothesis tests, EDA, correlation, probability distributions, and PCA

You can also take the optional Intro to Statistical Analysis course when it becomes available.

Technical Prerequisite(s)

Dataiku DSS - Latest version (FREE EDITION is enough)

 

Start by watching the Course Introduction: Interactive Visual Statistics video and by looking at some key concepts: Statistics Worksheet and Statistics Card.

Curriculum68 min

  • Preview
    Course Introduction: Interactive Visual Statistics 2 min
  • The Interactive Statistics Interface
  • Concept: Statistics Worksheet 1 min

    Concept: Statistics Worksheet

  • Concept: Statistics Card 1 min

    Concept: Statistics Card

  • Concept Summary: The Interactive Visual Statistics Interface 1 min

    Concept Summary: The Interactive Visual Statistics Interface

  • Hands-On: Explore the Interactive Statistics Interface 1 min
  • Quiz: The Interactive Visual Statistics Interface 2 min
  • Univariate and Bivariate Analysis
  • Concept: Categorical and Numerical Variables 1 min
  • Concept: Factor and Response 1 min
  • Concept Summary: Univariate and Bivariate Analysis 1 min
  • Hands-On: Perform Univariate Analysis 1 min
  • Hands-On: Perform Bivariate Analysis 1 min
  • Quiz: Univariate and Bivariate Analysis 2 min
  • Fit Curves and Distributions
  • Concept: Fit Curves and Distributions 2 min
  • Concept Summary: Fit Curves and Distributions 1 min
  • Hands-On: Fit Univariate Distributions 1 min
  • Hands-On: Fit Bivariate Distributions 0 min
  • Hands-On: Model the Relationship Between Two Variables 0 min
  • Quiz: Fit Curves and Distributions 2 min
  • Correlation Matrix
  • Concept: Correlation Matrix 2 min
  • Concept Summary: Correlation Matrix 1 min
  • Hands-On: Create a Correlation Matrix 0 min
  • Quiz: Correlation Matrix 2 min
  • Principal Component Analysis
  • Concept: Principal Component Analysis 2 min
  • Concept Summary: Principal Component Analysis 1 min
  • Hands-On: Analyze Effects of Dimensionality Reduction 1 min
  • Quiz: Principal Component Analysis 2 min
  • Statistical Testing
  • Concept: Hypothesis Testing 1 min
  • Concept: Test Categories 2 min
  • Concept: Grouping Variable 1 min
  • Concept: Adjustment Method 1 min
  • Concept Summary: Statistical Testing 3 min
  • Hands-On: Perform One-Sample Location Tests 1 min
  • Hands-On: Perform One-Sample Distribution Tests 0 min
  • Hands-On: Perform Two-Sample Location Tests 0 min
  • Hands-On: Perform Two-Sample Distribution Tests 0 min
  • Hands-On: Perform N-Sample Location Tests 0 min
  • Hands-On: Perform Tests on Categorical Variables 0 min
  • Quiz: Statistical Testing 2 min
  • Wrap Up
  • Course Checkpoint 5 min
  • Tell Us What You Think 1 min
  • Course Complete 1 min