Course Outline
Overview of AI in Supply Chain and Logistics
- Emerging trends in smart logistics.
- AI compared to traditional analytics in supply chain management.
- Key technologies and platforms.
AI for Demand Forecasting
- Time-series forecasting techniques using machine learning.
- Managing seasonality and trend components.
- Enhancing forecast accuracy through historical data analysis.
Inventory Optimization and Replenishment
- AI-driven prediction of stock levels.
- Calculations for safety stock and reorder points.
- Integrating AI with ERP and WMS systems.
Route Optimization and Fleet Intelligence
- Shortest path algorithms and delivery routing strategies.
- Traffic-aware dynamic route planning.
- AI-enabled transport scheduling.
Warehouse Automation and Robotics
- AI applications in picking, sorting, and storage automation.
- Computer vision for shelf monitoring.
- Coordination with AGVs and robotic arms.
Real-Time Analytics and Dashboarding
- Creating live dashboards using Tableau and Python.
- Monitoring KPIs via real-time data streams.
- Generating alerts and managing exceptions.
Case Study and Capstone Project
- Analysis of a multi-node supply chain scenario.
- Application of forecasting and routing models.
- Presentation of a data-driven logistics optimization plan.
Summary and Next Steps
Requirements
- A solid grasp of supply chain or logistics operational workflows.
- Practical experience with data analysis or business intelligence tools.
- Foundational familiarity with programming or scripting languages.
Target Audience
- Supply chain analysts.
- Logistics managers.
- Industrial planners.
Testimonials (3)
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
Claudiu - ASOCIATIA PENTRU VIITORII PROFESIONISTI IN TEHNOLOGIA INFORMATIEI
Course - SAP Financial Accounting and Controlling (FICO) for Consultants
I found NobleProg very easy to work with, considering the timezone challenges and our difficulty with trainees requiring support in Japanese. Overall, working with you on this training was satisfactory and I would have no hesitation recommending your organisation. If a training need occurs for us in the ASPAC region again, I will be in touch with NobleProg.
