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EncartaLabs

Optimization Concepts for Data Science and Artificial Intelligence

( Duration: 2 Days )

This Optimization Concepts for Data Science and Artificial Intelligence training course focuses on linear, nonlinear, and mixed-integer linear optimization concepts in SAS Viya. You will learn to formulate optimization problems and how to make their formulations efficient by using index sets and arrays. The demonstrations in the course include examples of diet formulation and portfolio optimization. The OPTMODEL procedure is used to solve optimization problems that reinforce concepts introduced in the course.

By attending Optimization Concepts for Data Science and Artificial Intelligence workshop, delegates will learn to:

  • Identify and formulate appropriate approaches to solving various linear, mixed-integer linear, and nonlinear optimization problems
  • Create optimization models commonly used in industry
  • Solve optimization problems using the OPTMODEL procedure in SAS

  • Comfortable with data manipulation using basic SAS tools.
  • Some knowledge of linear programming concepts and matrix algebra is helpful but is not required.

The Optimization Concepts for Data Science and Artificial Intelligence class is ideal for:

  • Anyone who want to develop the optimization foundation necessary to work as a data scientist, especially those with a strong background in applied mathematics

COURSE AGENDA

1

Introduction to Mathematical Optimization

  • Introduction
  • A simple example
  • The OPTMODEL procedure
2

Linear Programming

  • Introduction to linear programming
  • Formulating and solving linear programming problems using the OPTMODEL procedure
  • Using index sets and arrays in the OPTMODEL procedure
3

Nonlinear Programming

  • Introduction to nonlinear programming
  • Solving nonlinear programming problems using the OPTMODEL procedure
4

Integer and Mixed-Integer Linear Programming

  • Introduction to integer and mixed-integer linear programming
  • Solving integer and mixed-integer linear programming problems using PROC OPTMODEL

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 6,000 various courses on a variety of subjects
  • All courses are delivered by Industry Veterans
  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

View our other course offerings by visiting https://www.encartalabs.com/course-catalogue-all.php

Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.

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