Course Outline
Introduction to AI in Supply Chain and Logistics
- Current trends in smart logistics.
- Comparing AI with traditional analytics in supply chain management.
- Essential technologies and platforms.
AI-Driven Demand Forecasting
- Applying machine learning to time-series forecasting.
- Managing seasonality and trend elements.
- Enhancing forecast precision using historical data.
Inventory Optimization and Replenishment
- Predicting optimal stock levels with AI.
- Calculating safety stock and reorder points.
- Integrating AI capabilities with ERP and WMS systems.
Route Optimization and Fleet Intelligence
- Utilizing shortest path algorithms and delivery routing.
- Dynamic route planning that accounts for traffic conditions.
- AI-assisted transport scheduling.
Warehouse Automation and Robotics
- Automating picking, sorting, and storage via AI.
- Using computer vision for shelf monitoring.
- Coordinating operations with AGVs and robotic arms.
Real-Time Analytics and Dashboarding
- Developing live dashboards using Tableau and Python.
- Tracking KPIs through real-time data streams.
- Implementing alerts and exception handling mechanisms.
Case Study and Capstone Project
- Examining a complex, multi-node supply chain scenario.
- Applying forecasting and routing models.
- Presenting a data-driven logistics optimization strategy.
Conclusion and Future Directions
Requirements
- A solid grasp of supply chain or logistics operational frameworks.
- Proficiency with data analysis or business intelligence platforms.
- Foundational knowledge of 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.
