Predictive Analytics: Case Studies for Operations

Predictive Analytics    |    Intermediate
  • 11 videos | 1h 36m 8s
  • Includes Assessment
  • Earns a Badge
Rating 4.3 of 23 users Rating 4.3 of 23 users (23)
Nowadays, the domains of operations management and supply chain management are growing ever more complex. Operations management is the management of labor, resources, and processes for goods manufacturing for customers. Supply chain management encompasses the timely procurement of materials for factories and the safe and timely transportation of finished products to the end customer. In this course, explore a case study about leveraging machine learning models for identifying reliable suppliers. Next, examine a study that attempts to identify failures of induction motors using machine learning models. Finally, discover how analytics can be used to predict order lead time and demand in an aluminum firm. Upon completion, you'll be able to outline use cases for the application of AI to operations and supply chain management.

WHAT YOU WILL LEARN

  • Discover the key concepts covered in this course
    Outline details of operations and supply chain management
    Recall the limitations of mathematical models and how artificial intelligence (ai) can help in operations management
    Outline the problems associated with selecting reliable and resilient suppliers
    Identify the methodology of the study for selecting reliable suppliers
    Recall the results of the study for selecting reliable suppliers
  • Outline the details of the study for detecting faulty motors
    State the methodology of the detecting faulty motors study
    Recall the findings of the detecting faulty motors study
    Outline a model that predicts demand and lead times for orders
    Summarize the key concepts covered in this course

IN THIS COURSE

  • 1m 48s
  • 7m 3s
  • Locked
    3.  Mathematical Models and AI in Operations
    9m 27s
  • Locked
    4.  Selecting Reliable Suppliers Case Study Overview
    8m 56s
  • Locked
    5.  Selecting Reliable Suppliers Case Study Methodology
    6m 35s
  • Locked
    6.  Selecting Reliable Suppliers Case Study Findings
    12m 31s
  • Locked
    7.  Detecting Faulty Motors Case Study Overview
    13m 4s
  • Locked
    8.  Detecting Faulty Motors Case Study Methodology
    10m 37s
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    9.  Detecting Faulty Motors Case Study Findings
    8m 35s
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    10.  Supply Chain Optimization Case Study
    12m 49s
  • Locked
    11.  Course Summary
    4m 44s

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