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Advanced Predictive Modeling Using SAS(R) Enterprise Miner(TM)

This course covers advanced topics using SAS Enterprise Miner, including how to optimize the performance of predictive models beyond the basics. The course continues the development of predictive...

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$3,000 USD
Course Code PMA42
Available Formats Classroom

Overview

This course covers advanced topics using SAS Enterprise Miner, including how to optimize the performance of predictive models beyond the basics. The course continues the development of predictive models that begins in the Applied Analytics Using SAS® Enterprise Miner™ course, for example, by making use of the two-stage modeling node. In addition, some of the newest modeling nodes and latest variable selection methods are covered. Tips for working in an efficient way with SAS Enterprise Miner complete the course.

The self-study e-learning includes:

  • Annotatable course notes in PDF format.
  • Virtual lab time to practice.

Who Can Benefit

  • Advanced predictive modelers who use SAS Enterprise Miner

Prerequisites

  • Before attending this course, it is recommended that you:
    • Have completed the Applied Analytics Using SAS® Enterprise Miner™ course.
    • Have some experience with creating and managing SAS data sets, which you can gain from the SAS® Programming 1: Essentials course.
    • Have some experience building statistical models using SAS/STAT software.
    • Have completed a statistics course that covers linear regression and logistic regression.

Course Details

SAS Enterprise Miner Prediction Fundamentals

  • SAS Enterprise Miner prediction setup.
  • Prediction basics.
  • Constructing a decision tree predictive model.
  • Running the regression node.
  • Training a neural network.
  • Comparing models with summary statistics.

Advanced Methods for Unsupervised Dimension Reduction

  • Describe principal component analysis.
  • Describe variable clustering.

Advanced Methods for Interval Variable Selection

  • Explain how to use partial least squares regression in SAS Enterprise Miner.
  • Using LAR/LASSO for variable selection.

Advanced Methods for Nominal Variable Selection and Model Assessment

  • Implementing categorical input recoding.
  • Creating empirical logit plots.
  • Implementing all subsets regression.

Advanced Predictive Models

  • Describe the basics of support vector machines.
  • Using the HP Forest node in SAS Enterprise Miner to fit a forest model.
  • Modeling rare events.
  • Using the Rule Induction node in SAS Enterprise Miner.

Multiple Target Prediction

  • Appraising model performance.
  • Defining a generalized profit matrix.
  • Creating generalized assessment plots.
  • Using the Two-Stage Model node.
  • Constructing component models.

Tips and Tricks with SAS Enterprise Miner

  • Using the Open Source Integration node.
  • Reusing metadata.
  • Importing and using external models (self-study).

Schedule

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

The class and material is good. I think some of the software needs to be updated.

It was very informative and covered all the required materials along with handson labs for practice.

The technical data in the AWS Solutions Architect course was very thorough.

They are very good and made sure we had all the appropriate materials for class.

Very good couse and again we would like to see more videos on removing FRUs