Course Outline

Introduction
MATLAB for Data Science and Reporting

Part 01: MATLAB Fundamentals

Overview

  • MATLAB for data analysis, visualization, modeling, and programming.

Working with the MATLAB User Interface

Overview of MATLAB Syntax

Entering Commands

  • Using the command line interface

Creating Variables

  • Numeric versus character data

Analyzing Vectors and Matrices

  • Creating and manipulating vectors and matrices
  • Performing calculations on vectors and matrices

Visualizing Vector and Matrix Data

Working with Data Files

  • Importing data from Excel spreadsheets

Working with Data Types

  • Working with table data

Automating Commands with Scripts

  • Creating and running scripts
  • Organizing and publishing your scripts

Writing Programs with Branching and Loops

  • User interaction and flow control

Writing Functions

  • Creating and calling functions
  • Debugging with the MATLAB Editor

Applying Object-Oriented Programming Principles to Your Programs

Part 02: MATLAB for Data Science

Overview

  • MATLAB for data mining, machine learning, and predictive analytics

Accessing Data

  • Obtaining data from files, spreadsheets, and databases
  • Obtaining data from test equipment and hardware
  • Obtaining data from software and the Web

Exploring Data

  • Identifying trends, testing hypotheses, and estimating uncertainty

Creating Customized Algorithms

Creating Visualizations

Creating Models

Publishing Customized Reports

Sharing Analysis Tools

  • As MATLAB code
  • As standalone desktop or Web applications

Using the Statistics and Machine Learning Toolbox

Using the Neural Network Toolbox

Part 03: Report Generation for Government

Overview

  • Presenting results from MATLAB programs, applications, and sample data
  • Generating Microsoft Word, PowerPoint®, PDF, and HTML reports.
  • Templated reports
  • Tailor-made reports
    • Using the organization’s templates and standards

Creating Reports Interactively versus Programmatically

  • Using the Report Explorer
  • Using the Document Object Model (DOM) API

Creating Reports Interactively Using Report Explorer

  • Report Explorer Examples
    • Magic Squares Report Explorer Example
  • Creating reports
    • Using Report Explorer to create a report setup file, define report structure and content
  • Formatting reports
    • Specifying default report style and format for Report Explorer reports
  • Generating reports
    • Configuring Report Explorer for processing and running a report
  • Managing report conversion templates
    • Copying and managing Microsoft Word, PDF, and HTML conversion templates for Report Explorer reports
  • Customizing Report Conversion Templates
    • Customizing the style and format of Microsoft Word and HTML conversion templates for Report Explorer reports
  • Customizing Components and Style Sheets
    • Customizing report components, defining layout style sheets

Creating Reports Programmatically in MATLAB

  • Template-Based Report Object (DOM) API Examples
    • Functional report
    • Object-oriented report
    • Programmatic report formatting
  • Creating report content
    • Using the Document Object Model (DOM) API
  • Report format basics
    • Specifying format for report content
  • Creating form-based reports
    • Using the DOM API to fill in the blanks in a report form
  • Creating object-oriented reports
    • Deriving classes to simplify report creation and maintenance
  • Creating and formatting report objects
    • Lists, tables, and images
  • Creating DOM Reports from HTML
    • Appending an HTML string or file to a Microsoft® Word, PDF, or HTML report generated by the Document Object Model (DOM) API
  • Creating report templates
    • Creating templates to use with programmatic reports
  • Formatting page layouts
    • Formatting pages in Microsoft Word and PDF reports

Summary and Closing Remarks for Government

Requirements

  • Understanding of fundamental mathematical principles, including linear algebra, probability theory, and statistics
  • No prior experience with MATLAB is required

Audience for Government

  • Developers
  • Data scientists
 35 Hours

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