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Course Outline
Introduction to AI in Supply Chain and Logistics
- Current trends driving smart logistics initiatives.
- Comparing AI capabilities with traditional analytics in supply chain management.
- Review of essential technologies and platforms.
Leveraging AI for Demand Forecasting
- Applying machine learning for time-series forecasting.
- Addressing seasonal variations and long-term trend components.
- Enhancing forecast precision through the utilization of historical data.
Inventory Optimization and Replenishment Strategies
- Predicting optimal stock levels using AI algorithms.
- Calculating safety stock requirements and reorder points.
- Integrating AI solutions with ERP and WMS systems.
Route Optimization and Fleet Intelligence
- Utilizing shortest path algorithms for effective delivery routing.
- Implementing dynamic route planning that accounts for traffic conditions.
- Automating transport scheduling with AI support.
Warehouse Automation and Robotics Integration
- Applying AI to automate picking, sorting, and storage processes.
- Using computer vision for real-time shelf monitoring.
- Coordinating operations with AGVs and robotic arms.
Real-Time Analytics and Dashboard Development
- Building live dashboards using Tableau and Python.
- Monitoring Key Performance Indicators (KPIs) via real-time data streams.
- Configuring alerts and managing exceptional events.
Case Study Analysis and Capstone Project
- Evaluating complex, multi-node supply chain scenarios.
- Deploying forecasting and routing models in a practical context.
- Presenting a comprehensive, data-driven logistics optimization strategy.
Conclusion and Future Directions
Requirements
- Solid foundational knowledge of supply chain or logistics operations.
- Prior experience utilizing data analysis or business intelligence tools.
- Basic proficiency in programming languages or scripting.
Target Audience
- Supply Chain Analysts
- Logistics Managers
- Industrial Planners
21 Hours
Testimonials (2)
The input fm other industries through the trainer.
Lars Schacht - Scandlines Danmark ApS
Course - Advanced Sales and Operations Planning (S&OP) for Demand Forecasting
I liked the most that the trainer was professional, highly skilled in his domain of activity and very friendly towards us. 10/10
