Applications of AI/ML in Operations & Supply Chain Management

This programme aims to acclimatize the participants with the fundamental concepts of Artificial Intelligences/Machine Learning (AI/ML) for decision making in operations and supply chain management. The problems in operation and supply chain management that require AI/ML approaches include forecasting, inventory management, facility location, product classifications, vehicle routing, etc.  

The program is designed keeping in mind the various techno-managerial aspects that need to be addressed by the participants. IIM Mumbai faculty have been working on different domains of applications of statistics, operations research, artificial intelligence and machine learning, and are actively involved in consulting and applied research projects in the area of operations and supply chain management. The program is designed as the effective blend for application orientation with plenty of hand-on case exercises. 

Pedagogy:  

  • Web-based Lectures 
  • Case Study 
  • Demonstration 
  •  Hands on experience, group projects 

 

Upon successful completion of this program, participants  

1) will be familiarized with the concepts of AI and ML.  

2) will be able to formulate, solve and analyze complex operations and supply chain management problems systematically. 

3) will be able to apply various AI and ML tools in real life decision making, specifically in the context of operations and supply chain management. 

4) will learn coding and solving the operations and supply chain management problems in Python. 

Day 1:

  • Opportunities for AI/ML Applications in Operations and Supply Chain Management
  • Supervised Learning Algorithms
    • Linear Regression Analysis
    • Logistic Regression Analysis
    • Case Studies/Applications in Operations and Supply Chain Management

Day 2:

  • k-Nearest Neighbours (KNN)
  • Decision Tree
  • Random Forest
  • Boosting Algorithms
  • Case Studies/Applications in Operations and Supply Chain Management

Day 3:

  • Unsupervised Learning Algorithm
    • k-Means Clustering
    • Hierarchical Clustering
  • Reinforcement Leaning Algorithms
    • Markov Decision Problems
  • Case Studies/Applications in Operations and Supply Chain Management

This training program is designed for web-based learning with hands-on exercises for executives in managerial positions in any organization. 

  1. Registration fees include the following:

    For all the participants:

    • Online sessions
    • Online study material
    • Certificate for course completion
  2. Refund policy

    Fees once paid can be adjusted for 1 financial year against future nominations only. In case a course is canceled on account of inadequate participation or any other unforeseeable reasons, the participants will be informed of the cancellation by e-mail or Fax and the fee will be refunded. IIM Mumbai will not be liable for any other expenses incurred by the company or the participant. Any transaction fee will not be refunded.

  3. Individual Registration

    If you wish to register & make payment, please click here Register

  4. Company-sponsored / Bulk Registration:

    • In the case of company-sponsored candidates, please share the nomination list and GST details to program@iimmumbai.ac.in for invoice generation.

      Download the INVOICE DETAILS FORM

    • Note: Discount is applicable for 5 or more participants from same organization against invoice.

Course Details

Mode Online / Virtual
Duration 18 Hrs.(Weekends Only)
Programme Dates Nov 16, 2024 to Nov 23, 2024 (Saturday & Sunday: 10.00 AM- 05.00 PM)
Program Chair Prof.Debabrata Das
Program Co-Chair Prof. Priyanka Verma and Prof. Jasashwi Mandal

Download Brochure

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