Prescriptive Analytics

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Introduction

001. Prescriptive Analytics Introduction.mp4

03:59

Lesson 1 Introduction to Prescriptive Analytics and Optimal Decision-Making

001. Topics.mp4

01:03

002. 1.1 Overview of Business Analytics and Data Science.mp4

12:18

003. 1.2 An Overview of the Human Decision-Making Process.mp4

07:49

004. 1.3 A Simple Timeline and Taxonomy for Business Analytics.mp4

10:45

005. 1.4 Analytics Success Story UPSs ORION Project.mp4

13:42

Lesson 2 Optimal Decision-Making with Linear Programming

001. Topics.mp4

00:48

002. 2.1 Introduction to Optimization and Linear Programming.mp4

12:31

003. 2.2 Linear Programming.mp4

14:32

004. 2.3 Graphic Solution for Linear Programming Problems.mp4

14:40

005. 2.4 Solving Optimization Problems in Excel with Solver Add-In.mp4

35:59

Lesson 3 Heuristic Optimization with EvolutionaryGenetic Algorithms

001. Topics.mp4

00:51

002. 3.1 Heuristic Programming.mp4

16:47

003. 3.2 Genetic Algorithms.mp4

04:18

004. 3.3 How Genetic Algorithms Work.mp4

10:28

005. 3.4 GA Application in Excel.mp4

19:55

Lesson 4 Simulation Modeling for Decision-Making

001. Topics.mp4

00:54

002. 4.1 Basics of Simulation Modeling.mp4

08:47

003. 4.2 Applications and Types of Simulation.mp4

14:56

004. 4.3 Simulation Development Process.mp4

08:57

005. 4.4 Monte-Carlo Simulation (with Excel).mp4

18:09

006. 4.5 Process Simulation (with Simio).mp4

24:46

Lesson 5 Multi-Criteria Decision-Making Methods

001. Topics.mp4

00:59

002. 5.1 MCDM and Types of Decisions.mp4

12:48

003. 5.2 Weighted Sum Model.mp4

09:54

004. 5.3 Analytic Hierarchy Process.mp4

14:26

005. 5.4 Analytic Network Process.mp4

06:57

006. 5.5 Fuzzy Logic for Imprecise Information and Reasoning.mp4

08:03

Lesson 6 Expert System-Based Decisioning Systems

001. Topics.mp4

00:48

002. 6.1 Expert System as Part of AI.mp4

14:29

003. 6.2 Overview and Application of ES.mp4

09:32

004. 6.3 Structure of an Expert System.mp4

15:22

005. 6.4 Case-based Reasoning Systems.mp4

10:01

Lesson 7 The Future of Prescriptive Analytics

001. Topics.mp4

00:59

002. 7.1 Big Data, Analytics, and the IoT Systems.mp4

26:23

003. 7.2 Deep Learning versus Shallow Learning.mp4

12:00

004. 7.3 Cognitive Computing and Searching.mp4

11:15

005. 7.4 Demonstration of Big Data Technologies on the Cloud.mp4

29:06

Summary

001. Prescriptive Analytics Summary.mp4

03:24

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