COURSE CONTENT
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Week 1: The Origin of Generative AI
- How Generative AI Works?
- GPT-3, Deep Neural Network and Transformer
- The Challenges of GPT-3
- GPT-3.5 and Supervised Learning
- ChatGPT and Generative AI
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Week 2: Applications of Generative AI in Supply Chain Management
- Demand Forecasting
- Inventory Management
- Procurement Optimization
- Transformer and Image Processing for Supply Chain Decisions
- Supply Chain Resiliency
- Case studies: Retail, CPG, High-Tech
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Week 3: Applications of Generative AI in Revenue Management
- Transformer and LSTM Architectures
- Demand Forecasting with Transformer
- Integration of Transformer with Price Optimization
- Case Study: Zalando