Buy Now AED 170.99 + VAT

Monthly Subscription Starting at AED 99 + VAT

Exploratory Data Analysis with MATLAB
  • Level Foundation
  • المدة 19 ساعات hours
  • الطبع بواسطة MathWorks
  • Offered by

عن

In this course, you will learn to think like a data scientist and ask questions of your data. You will use interactive features in MATLAB to extract subsets of data and to compute statistics on groups of related data. You will learn to use MATLAB to automatically generate code so you can learn syntax as you explore. You will also use interactive documents, called live scripts, to capture the steps of your analysis, communicate the results, and provide interactive controls allowing others to experiment by selecting groups of data. These skills are valuable for those who have domain knowledge and some exposure to computational tools, but no programming background is required. To be successful in this course, you should have some knowledge of basic statistics (e.g., histograms, averages, standard deviation, curve fitting, interpolation). By the end of this course, you will be able to load data into MATLAB, prepare it for analysis, visualize it, perform basic computations, and communicate your results to others. In your last assignment, you will combine these skills to assess damages following a severe weather event and communicate a polished recommendation based on your analysis of the data. You will be able to visualize the location of these events on a geographic map and create sliding controls allowing you to quickly visualize how a phenomenon changes over time.

الوحدات

Welcome to the Course

    • 3 Videos
    • 1 Assignment
Show info about module content

1 Assignment

  • Tell us why you're here

3 Videos

  • Practical Data Science with MATLAB
  • Overview of Exploratory Data Analysis with MATLAB
  • Instructor Introduction

Data Science and MATLAB

    • 2 Videos
Show info about module content

2 Videos

  • Why Do We Need Data Science?
  • MATLAB as a Data Science Tool

Setting Up Your MATLAB Environment

    • 1 Videos
    • 3 Readings
Show info about module content

1 Videos

  • Getting Started with MATLAB

3 Readings

  • Access MATLAB
  • Data and Code Files
  • Introduction to Storm Events Data

Thinking Like a Data Scientist

    • 2 Videos
    • 1 Readings
Show info about module content

2 Videos

  • How to ask Good Questions of Your Data
  • Interactive Data Exploration

1 Readings

  • Use a Live Script: Explore 2013 Tornado Events

The Data Science Workflow

    • 3 Videos
    • 1 Discussion
    • 1 Assignment
Show info about module content

1 Assignment

  • Quiz 1: Introduction to Data Science

1 Discussions

  • What do you want to do with MATLAB?

3 Videos

  • Overview of the Data Science Workflow
  • The Workflow in Practice
  • Summary of Module 1: The Data Science Workflow

How is Data Stored?

    • 3 Videos
Show info about module content

3 Videos

  • Introduction to Module 2: Importing Data
  • How Data is stored
  • How MATLAB Represents Data

How to Use the Import Tool

    • 2 Videos
    • 1 Readings
    • 1 Discussion
Show info about module content

1 Discussions

  • What does your data look like?

2 Videos

  • How to Use the Import Tool
  • MATLAB Data Types

1 Readings

  • Overview of MATLAB Data Types

Automating the Import Process

    • 3 Videos
    • 2 Assignment
Show info about module content

2 Assignment

  • Practice Quiz
  • Quiz 2: Importing Data

3 Videos

  • Why Automate the Import Process?
  • Generating and Reusing Code
  • Summary of Module 2: Importing Data

Visualizing Data

    • 2 Videos
    • 1 Discussion
Show info about module content

1 Discussions

  • Choosing Visualizations

2 Videos

  • Introduction to Module 3: Visualizing and Filtering Data
  • Plotting Data Contained in Tables

Selecting Data

    • 1 Videos
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Selecting Data

1 Videos

  • Selecting Data from Tables

Creating New Variables in a Table

    • 2 Videos
    • 2 Assignment
Show info about module content

2 Assignment

  • Practice Questions
  • Quiz 3: Visualizing and Accessing Data in Tables

2 Videos

  • Accessing and Creating Table Variables
  • Summary of Module 3: Visualizing and Filtering Data

Computations with MATLAB

    • 4 Videos
    • 2 Readings
    • 4 ExternalTool
Show info about module content

4 External Tool

  • Polynomial Creation
  • Body Mass Index
  • Normal Probability Density Function
  • Propeller Thrust Model

4 Videos

  • Introduction to Module 4: Performing Calculations:
  • Basic Mathematical Operations
  • Using Vectors
  • Using Functions

2 Readings

  • Performing Calculations
  • Performing Calculations with Vectors

Summary Statistics

    • 2 Videos
    • 4 ExternalTool
Show info about module content

4 External Tool

  • Thunderstorm Crop Damage Distribution
  • Flooding by Latitude
  • Thunderstorm Total Damage
  • Automobiles from the 70's and 80's

2 Videos

  • Calculating Summary Statistics
  • Correlations Between Variables

Selecting Data

    • 1 Videos
    • 1 Readings
Show info about module content

1 Videos

  • Accessing Subsets of Data

1 Readings

  • Relational and Logical Operators

Calculations by Group

    • 4 Videos
    • 1 Readings
    • 2 ExternalTool
    • 1 Assignment
Show info about module content

1 Assignment

  • Quiz 4: Exploratory Data Analysis

2 External Tool

  • Lightning Strikes with Recorded Damage
  • Thunderstorm Summary

4 Videos

  • Introduction to Categorical Data
  • Performing Group Calculations
  • Visualizing Results
  • Summary of Module 4: Performing Calculations

1 Readings

  • Calculations by Group

Create a Live Script

    • 2 Videos
    • 1 Readings
Show info about module content

2 Videos

  • Documenting Your Work
  • Creating a Live Script

1 Readings

  • Create a Live Script

Making Scripts Interactive

    • 1 Videos
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Communicating Your Data and Telling a Story

1 Videos

  • Adding Interactive Controls to a Live Script

Final Project

    • 1 Videos
    • 1 Readings
    • 1 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Project: Analyzing the Impact of Hurricane Harvey

1 Videos

  • Summary of Exploratory Data Analysis with MATLAB

1 Readings

  • Introduction to the Final Project

Auto Summary

Unlock the potential of your data with the "Exploratory Data Analysis with MATLAB" course, designed to enhance your data science and AI skills. Guided by Coursera, this foundational course empowers you to think like a data scientist, even without prior programming experience. Throughout the course, you'll master the use of MATLAB for extracting data subsets, computing statistics, and generating code automatically. You'll work with interactive live scripts to document your analysis steps, communicate results, and create interactive controls for dynamic data exploration. Ideal for individuals with domain knowledge and basic statistical understanding, this course covers essential topics such as data loading, preparation, visualization, and computation. By the end, you will confidently analyze data, visualize events on geographic maps, and create interactive tools to observe data changes over time. The course spans 1140 minutes and offers flexible subscription options, including Starter, Professional, and Paid plans. Whether you're just starting out or looking to enhance your existing skills, this course provides the tools and knowledge to elevate your data analysis capabilities. Join now and transform the way you interact with data.

Erin Byrne
Instructors

Erin Byrne

Michael Reardon
Instructors

Michael Reardon

Maria Gavilan-Alfonso
Instructors

Maria Gavilan-Alfonso

Brandon Armstrong
Instructors

Brandon Armstrong

Nikola Trica
Instructors

Nikola Trica

Cris LaPierre
Instructors

Cris LaPierre

Adam Filion
Instructors

Adam Filion

Heather Gorr
Instructors

Heather Gorr