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Decision Tree Modeling

This course includes discussions of tree-structured predictive models and the methodology for growing, pruning, and assessing decision trees. In addition, this course examines many of the auxiliary...

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By Request
$2,000 USD GSA  $1,707.69
Course Code DMDT42
Available Formats Classroom

Overview

This course includes discussions of tree-structured predictive models and the methodology for growing, pruning, and assessing decision trees. In addition, this course examines many of the auxiliary uses of trees such as exploratory data analysis, dimension reduction, and missing value imputation.

Skills Gained

  • build tree-structured models, including classification trees and regression trees
  • use the methodology for growing, pruning, and assessing decision trees
  • use decision trees for exploratory data analysis, dimension reduction, and missing value imputation.

Who Can Benefit

  • Predictive modelers and data analysts who want to build decision trees using SAS Enterprise Miner software

Prerequisites

  • Before attending this course, you should
  • have an understanding of basic statistical concepts. You can gain this knowledge from the Statistics 1: Introduction to ANOVA, Regression, and Logistic Regression course.
  • be familiar with SAS Enterprise Miner software. You can gain this knowledge from the Applied Analytics Using SAS® Enterprise Miner™ course.

Course Details

Tree-Structured Models

  • classification trees
  • regression trees

Recursive Partitioning

  • binary and multiway splits
  • splitting criteria
  • missing values

Pruning

  • p-value adjustments
  • profit and loss considerations
  • cross validation
  • class probability trees

Auxiliary Uses of Trees

  • data exploration
  • dimension reduction
  • imputation

Ensembles of Trees

  • bagging
  • boosting
  • gradient boosting
  • random forests
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Schedule

Upcoming Course Dates

There are currently no scheduled dates for this course. If you are interested in this course, contact us with the form below.

Contact Information

FAQ

Does the course schedule include a Lunchbreak?

Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does Ascendient Learning deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

What does vendor-authorized training mean?

As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.

Is the training too basic, or will you go deep into technology?

It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.

How up-to-date are your courses and support materials?

We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.

Are your instructors seasoned trainers who have deep knowledge of the training topic?

Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.

Do you provide hands-on training and exercises in an actual lab environment?

Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.

Will you customize the training for our company’s specific needs and goals?

We will work with you to identify training needs and areas of growth.  We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.

How do I get started with certification?

Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.

Will I get access to content after I complete a course?

You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.

How do I request a W9 for Ascendient Learning?

View our filing status and how to request a W9.

Reviews

Great and very intuitive. Better than the traditional hit the wrong button/lose points.

Very good material, the instructor was clear explaining the topics, and the labs were easy to follow it.

Great instructor, clear and concise course. Labs were easy to follow and worked perfectly.

I registered a day before class and am happy that I received all the materials and links in time for the class. Thanks.

You get detailed labs to guide you through the technical material giving you a hands on method of learning otherwise difficult material.