Interactive Visual Statistics (Open)

Learn how to use Dataiku DSS's tools for visual statistics. (Open versions of courses do not count towards the certificate program.)

Interactive Visual Statistics (Open)

Curriculum

Course Overview 68 min (Show All)


Get Credit for this Course: Interactive Visual Statistics
Course Introduction: Interactive Visual Statistics 2 min

The Interactive Statistics Interface

Concept: Statistics Worksheet 1 min
Concept: Statistics Card 1 min
Concept Summary: The Interactive Visual Statistics Interface 1 min
Hands-On: Explore the Interactive Statistics Interface 1 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

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

Correlation Matrix

Concept: Correlation Matrix 2 min
Concept Summary: Correlation Matrix 1 min
Hands-On: Create a Correlation Matrix 0 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

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

Wrap Up

Tell Us What You Think: Interactive Visual Statistics 1 min
Course Complete: Interactive Visual Statistics 1 min

About this course

About this course

To track your progress and work towards completion of the certificate program, you should register for this course through the Learning Paths.
Any progress in this open version of the course will not count towards a certificate.

 

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.