Introduction to the Data Science Workflow-Welcome to the Course
Practical Data Science with MATLAB
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Overview of Exploratory Data Analysis with MATLAB
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Instructor Introduction
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Introduction to the Data Science Workflow-Data Science and MATLAB
Why Do We Need Data Science?
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MATLAB as a Data Science Tool
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Introduction to the Data Science Workflow-Setting Up Your MATLAB Environment
Access MATLAB
Getting Started with MATLAB
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Data and Code Files
Introduction to Storm Events Data
Introduction to the Data Science Workflow-Thinking Like a Data Scientist
How to ask Good Questions of Your Data
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Interactive Data Exploration
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Use a Live Script: Explore 2013 Tornado Events
Introduction to the Data Science Workflow-The Data Science Workflow
Overview of the Data Science Workflow
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The Workflow in Practice
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Summary of Module 1: The Data Science Workflow
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Importing Data-How is Data Stored?
Introduction to Module 2: Importing Data
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How Data is stored
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How MATLAB Represents Data
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Importing Data-How to Use the Import Tool
How to Use the Import Tool
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MATLAB Data Types
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Overview of MATLAB Data Types
Importing Data-Automating the Import Process
Why Automate the Import Process?
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Generating and Reusing Code
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Summary of Module 2: Importing Data
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Visualizing and Filtering Data-Visualizing Data
Introduction to Module 3: Visualizing and Filtering Data
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Plotting Data Contained in Tables
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Visualizing and Filtering Data-Selecting Data
Selecting Data from Tables
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Visualizing and Filtering Data-Creating New Variables in a Table
Accessing and Creating Table Variables
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Summary of Module 3: Visualizing and Filtering Data
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Performing Calculations-Computations with MATLAB
Introduction to Module 4: Performing Calculations:
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Basic Mathematical Operations
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Using Vectors
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Performing Calculations
Using Functions
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Performing Calculations with Vectors
Performing Calculations-Summary Statistics
Calculating Summary Statistics
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Correlations Between Variables
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Performing Calculations-Selecting Data
Accessing Subsets of Data
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Relational and Logical Operators
Performing Calculations-Calculations by Group
Introduction to Categorical Data
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Performing Group Calculations
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Calculations by Group
Visualizing Results
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Summary of Module 4: Performing Calculations
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Documenting Your Work-Create a Live Script
Documenting Your Work
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Creating a Live Script
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Create a Live Script
Documenting Your Work-Making Scripts Interactive
Adding Interactive Controls to a Live Script
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Introduction to the Final Assignment
Summary of Exploratory Data Analysis with MATLAB
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Covid-19 Data Analysis Challenge