Types of Data Analysis- Descriptive Analytics
Course Introduction and Objectives
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Module Introduction and Objectives
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Introduction to Descriptive Analytics
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Descriptive Analytics in Your Reading
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Fundamentals of Descriptive Analytics
Types of Data Analysis-Predictive Analytics
Introduction to Predictive Analytics
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Predictive Analytics in Your Reading
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A Predictive Analytics Primer
Types of Data Analysis-Diagnostic Analytics
Introduction to Diagnostic Analytics
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Diagnostic Analytics in Your Reading
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Diagnostic Analytics: I'm On the Case!
Types of Data Analysis-Exploratory Analytics
Introduction to Exploratory Analytics
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Exploratory Analytics in Your Reading
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What is Exploratory Data Analysis
Types of Data Analysis-Advanced Data Analytics
Introduction to Advanced Data Analytics
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Advanced Data Analytics in Your Reading
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What is Advanced Analytics?
Hands-on Demonstration: Explore the Data!
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Hands-on Exercise: Explore the Data!
Module 1 Summary
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The Phases of Data Analysis-Data Requirement Gathering
Module Introduction and Objectives
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Introduction to Data Requirements Gathering
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Data Requirements Gathering in Your Reading
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Data Requirements Analysis
The Phases of Data Analysis-Data Collection
Introduction to Data Collection
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Data Collection in Your Reading
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11 Data Collection Techniques for Savvy Researchers
The Phases of Data Analysis-Data Cleaning
Introduction to Data Cleaning
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Data Cleaning in Your Reading
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The Ultimate Guide to Data Cleaning
The Phases of Data Analysis-Data Analysis
Introduction to Data Analysis
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Data Analysis in Your Reading
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Market Research 101: Data Analysis
The Phases of Data Analysis-Data Interpretation
Introduction to Data Interpretation
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Data Interpretation in Your Reading
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What is Data Interpretation
The Phases of Data Analysis-Data Visualization
Introduction to Data Visualization
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Data Visualization in Your Reading
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5 Best Practices for Data Visualization
Hands-on Demonstration: Visualize the Data!
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Hands-on Exercise: Visualize the Data!
Module 2 Summary
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Data Analytics Tools and Skills-Data Analytics Tools
Module Introduction
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Introduction to Data Analytics Tools
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Data Analytics Tools in Your Reading
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A Brief History of Database Management
Data Analytics Tools and Skills-Structured Query Language (SQL) Basics
Introduction to SQL Basics
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SQL Basics in Your Reading
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SQL Wikipedia
Data Analytics Tools and Skills-Data Analytics Programming Fundamentals
Introduction to Data Analytics Programming Fundamentals
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Data Analytics Programming Fundamentals in Your Reading
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The Python Tutorial
Hands-on Demonstration: Conduct Ad-hoc Analysis
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Hands-on Exercise: Conduct Ad-hoc Analysis
Module 3 Summary
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Foundational Data Analytics Math and Stats-Foundational Math and Stats for Data Analytics
Module Introduction and Objectives
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Introduction to Data Analytics Foundational Math
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Data Analytics Foundational Math in Your Reading
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How to Learn Math for Data Science
Foundational Data Analytics Math and Stats-Advanced Data Analytics Algorithms
Introduction to Advanced Data Analytics Algorithms
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Advanced Data Analytics Algorithms in Your Reading
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10 Things Statistics Taught Us About Big Data Analysis
Module 4 Summary
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Data Analytics Methodologies and Workflows-Data Analytics Methodologies
Module Introduction and Objectives
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Introduction to Data Analytics Methodologies
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Data Analytics Methodologies in Your Reading
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Why We Need a Methodology for Data Science
Data Analytics Methodologies and Workflows-Data Analytics Workflows
Introduction to Data Analytics Workflows
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Data Analytics Workflows in Your Reading
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The Data Science Workflow
Module 5 Summary
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