Working with Data-Introduction to the Program
Introduction to the Program
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Course Introduction Video
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Introduction to Anke Audenaert
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Introduction to Data Analytics Course Syllabus
How to be Successful in this Program
Working with Data-What is Data Analytics
Weekly Introduction: What is Data Analytics?
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Introduction: the Power of Data
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What Is Data Analytics?
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What Does a Data Analyst Do?
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Data Analytics vs. Data Science
Working with Data-The OSEMN Framework
A Framework as a Helpful Tool
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The OSEMN Framework
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Start with a Goal in Mind
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Understand the KPIs
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Using the OSEMN Framework: Example
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OSEMN Framework Overview
Weekly Review: Working with Data
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Obtaining and Scrubbing Data-Obtaining Data
Introduction: Obtaining and Scrubbing Data
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It's a Data World
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Where to Look for Data
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Common Data Formats
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Sampled Data
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First and Third Party Data
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Evaluating the Validity of Data Sources
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An Overview of Helpful Free Datasources
Summary: Validity of Data
Obtaining and Scrubbing Data-Scrubbing Data
Scrubbing Your Data Clean
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Remove Duplicate Records
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Format Your Records
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Handle Missing Values
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Check for Wrong Values
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Summary: Scrubbing data
Obtaining and Scrubbing Data-Example Obtaining and Scrubbing Data
A Real World Example
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Case Study - Obtaining Data
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Case Study - Scrubbing Data
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Weekly Review: Obtaining and Scrubbing Data
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Exploring and Modeling Data-Exploring Data
Introduction: Exploring and Modeling Data
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Getting to Know Your Data Better
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The Language of Data
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Creating Visualizations
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Examine Data Distributions
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Examine Data Relationships
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Feature Engineering
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Summary: Exploring Data
Exploring and Modeling Data-Modeling Data
Make Predictions from Your Data with Modeling
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What Are Models and Why Use Them?
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How Do Models Work?
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Different Types of Models
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Common Model Types
Exploring and Modeling Data-Example: Exploring and Modeling Data
A Real World Example
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Case Study - Exploring Data
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Case Study - Modeling Data
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Weekly Conclusion
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Interpreting Data-Interpreting Data
Introduction: Interpreting Data
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Answer Your Business Question with Your Data
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Understand the Results of Your Model
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Explain Your Findings
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Interpreting Data-Storytelling with Data
The Power of Stories
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Explain, Enlighten, and Engage
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Telling a Compelling Story
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Summary Reading: iNterpreting Data & Storytelling
Interpreting Data-Application: Using the OSEMN framework
Introduction
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Obtaining Data
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Scrubbing data
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Exploring Data
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Modeling Data
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Interpreting Data
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Weekly Review: Interpreting Data
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Congratulations!
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