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PurdueX: Computer Applications of Artificial Intelligence and e-Construction

Learn the fundamentals of artificial intelligence, machine learning, natural language processing and their applications in e-Construction.

Computer Applications of Artificial Intelligence and e-Construction
5 weeks
6–9 hours per week
Instructor-paced
Instructor-led on a course schedule
This course is archived
Computer Applications of Artificial Intelligence and e-Construction

About this course

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This course is the third in a sequence of interrelated courses of the current computer applications in the construction industry. The emphasis of this course is the advanced computational tools including artificial intelligence, machine learning, and natural language processing, and their applications in e-Construction.

The primary goal of this course is to:

  • cultivate students’ knowledge on the current trend of computational advancements; and
  • train students to develop intelligent e-Construction applications.

A number of carefully crafted hands-on activities targeting construction problems will help students to not only learn the fundamentals, but also master their applications in construction.

At a glance

  • Language: English
  • Video Transcript: English
  • Associated skills:Applications Of Artificial Intelligence, Machine Learning, Computational Tools, Artificial Intelligence, Natural Language Processing

What you'll learn

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  • Program and develop spreadsheet applications for construction project management tasks;
  • Develop different types of machine learning algorithms to process construction data;
  • Develop natural language processing algorithms to process construction big data;
  • Exploit e-Construction applications.

Syllabus

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Week 1: Introduction to e-Construction, Spreadsheet, and VBA

  • Introduction to e-Construction
  • Spreadsheet- Formulas
  • Spreadsheet- Functions
  • Spreadsheet- Pivot Table
  • Spreadsheet- Programming and Applications Development
  • Spreadsheet Applications for Cost Estimating and Control

Week 2: Engineering Database

  • Introduction to Database
  • Database Design
    • Entity-Relationship Diagram vs. Object-Oriented Modeling
    • Normalization
  • Database Implementation in MS Access and Spreadsheet

Week 3: Programming in Python

  • Introduction to Object-Oriented Programming
  • Python Basics I - IV

Week 4: Natural Language Processing

  • Introduction to Natural Language Processing (NLP) I - IV
  • NLP for Processing Construction Specifications

Week 5: Machine Learning

  • Machine Learning I- III
  • Digital Inspection System

Who can take this course?

Unfortunately, learners residing in one or more of the following countries or regions will not be able to register for this course: Iran, Cuba and the Crimea region of Ukraine. While edX has sought licenses from the U.S. Office of Foreign Assets Control (OFAC) to offer our courses to learners in these countries and regions, the licenses we have received are not broad enough to allow us to offer this course in all locations. edX truly regrets that U.S. sanctions prevent us from offering all of our courses to everyone, no matter where they live.

Ways to take this course

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Certificate

Free

Price

$750 USD

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Access to course materials

Unlimited

Limited

World-class institutions and universities

edX support

Shareable certificate upon completion

Graded assignments and exams

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