Course Outline
Introduction to AI in Supply Chain and Logistics
- Emerging trends in smart logistics.
- Comparing AI with traditional analytics in supply chain management.
- Overview of key technologies and platforms.
AI for Demand Forecasting
- Time-series forecasting utilizing machine learning.
- Addressing seasonality and trend components.
- Enhancing forecast accuracy through historical data analysis.
Inventory Optimization and Replenishment
- Predicting optimal stock levels using AI.
- Calculating safety stock and reorder points.
- Integrating AI capabilities with ERP and WMS systems.
Route Optimization and Fleet Intelligence
- Utilizing shortest path algorithms for delivery routing.
- Implementing traffic-aware dynamic route planning.
- Scheduling transport operations with AI assistance.
Warehouse Automation and Robotics
- Applying AI to picking, sorting, and storage automation.
- Using computer vision for shelf monitoring.
- Coordinating operations with AGVs and robotic arms.
Real-Time Analytics and Dashboarding
- Building live dashboards with Tableau and Python.
- Monitoring KPIs via real-time data streams.
- Setting up alerts and handling exceptions.
Case Study and Capstone Project
- Analyzing complex multi-node supply chain scenarios.
- Applying forecasting and routing models in practice.
- Presenting a comprehensive, data-driven logistics optimization plan.
Summary and Next Steps
Requirements
- A foundational understanding of supply chain or logistics operations.
- Prior experience with data analysis or business intelligence tools.
- Basic familiarity with programming or scripting concepts.
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.
