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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

There is one session available:

After a course session ends, it will be archived.
Starts Mar 28, 2022
Ends May 1, 2022
Estimated 5 weeks
6–9 hours per week
Instructor-paced
Instructor-led on a course schedule
Free
Optional upgrade available

About this course

Skip About this course

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

What you'll learn

Skip What you'll learn
  • 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.

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

About the instructors

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.

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