Global Online Certification Course on
Generative AI for Business Decisions, 2024
WELCOME!!
● 22nd June– 28th July, 2024
● 5 PM - 7:30 PM IST
● Every Saturday and Sunday
● 30 hours duration
COURSE INSTRUCTORS
Prof. David Simchi Levi
MIT Professor – Business & Supply Chain Analytics
Director, Data Science Lab,
Massachusetts Institute of Technology, USA
Prof. Manoj Kumar Tiwari
Director, Indian Institute of Management Mumbai
ABOUT THE COURSE
In collaboration with Prof. David Simchi-Levi from MIT, IIM Mumbai presents a cutting-edge curriculum that combines theory with hands-on applications. Gain practical insights into optimization techniques like Linear Programming Formulation and Shadow Price analysis, augmented by the integration of Generative AI. Through real-world case studies, including an in-depth analysis of retail strategy, you'll acquire the skills to navigate dynamic business environments and drive revenue optimization.
Unlock the potential of AI and Machine Learning (ML) with this comprehensive online certification course. Delve into supervised and unsupervised learning techniques, mastering essential algorithms such as Regression Trees, Random Forest, and CatBoost. Explore the revolutionary field of Generative AI, including the game-changing GPT-3 model, and its profound implications for supply chain management.
Whether you're an industry professional seeking to enhance your expertise or an aspiring newcomer eager to enter the field, this course offers a pathway to success. With expert instruction and access to the latest research, you'll emerge equipped to lead innovation in optimization and Generative AI applications. Join us and unlock your potential to thrive in the AI-powered future of business management.
COURSE HIGHLIGHTS
Lecture recordings will be provided for 1 week
Learn decision making techniques through exhaustive case studies
Perform Real-time Simulation to build and optimize global supply chains
Lecture slides and supplementary material after each session
COURSE OUTCOMES
Master foundational AI and ML concepts essential for informed business decisions.
Develop expertise in Generative AI principles, including GPT-3 and ChatGPT, for real-world applications.
Acquire optimization skills crucial for complex decision-making with Generative AI integration.
Gain insights into key supply chain capabilities and enhance operational efficiency.
Apply Generative AI techniques in supply chain management and revenue optimization across diverse industries.
COURSE CONTENT
Week 1 - Foundations of AI and ML
Supervised and Unsupervised Learning
Regression Trees, Random Forest and CatBoost
Techniques for Unsupervised Learning
Week 2 - Foundations of Generative AI
Introduction to Generative AI
GPT - 3
The challenges of GPT - 3
ChatGPT and Generative AI
Week 3 - Foundations of Optimization
Optimizing complex decisions
Linear Programming Formulations
Shadow Price and Sensitivity analysis
Optimization with GenAI
Case Studies: Production Optimization and Financial Investments
Week 4 - Key Supply Chain Capabilities
Unified view of Demand
Supply Chian Segmentation
Smart S&Op
Control Tower
Supply Chian Resiliency
Week 5 - Applications of Generative AI in Supply Chain Management
Generative AI for Supply Chain Planning
Generative AI for Demand Planning
Generative AI for Procurement Planning
Generative AI for Supply Chain resiliency
Transformer and Image Processing for SC Decisions
Case studies: Retail, CPG, High-Tech
Week 6 - Applicatons of Generative AI in Revenue Management
Forecasting and Price Optimization
Integration of Transformer with Price Optimization
Case Study : Online Fashion Retailer Zalando
About Prof. David Simchi Levi
Prof. David Simchi-Levi is the Professor for Business & Supply Chain Analytics and the Director of Data Science Lab at Massachusetts Institute of Technology, USA.
He is the former editor in chief of Management Science & Operations Research, two prestigious journals of INFORMS. He also served as the editor in chief of Naval Research Logistics.
Prof. Simchi-Levi founded LogicTools, now a subsidiary of IBM, which provided software solutions and decision support systems to clients such as Caterpillar, ConAgra, Kraft Foods, Mercer Management, Ryder, SC Johnson, UPS, U.S. Postal Service, Walgreens, etc., and later co-founded OPS Rules, and Opalytics, both now part of Accenture.
Prof. David Simchi-Levi had associated with IIM Mumbai for multiple Global Online Certification Courses on Supply Chain Management & Emerging Technologies which were highly successful with over 18000+ participants from 18+ countries.
Profile on MIT website - https://cee.mit.edu/people_individual/david-simchi-levi/
LinkedIn Profile - https://www.linkedin.com/in/david-simchi-levi-3045026/