Course Outline
Introduction to AI in Supply Chain and Logistics
- Current trends in intelligent logistics systems
- Comparing AI approaches with traditional analytics in supply chain management
- Overview of essential technologies and platforms
AI Applications in Demand Forecasting
- Implementing time-series forecasting using machine learning algorithms
- Managing seasonal patterns and trend components
- Enhancing forecast precision through the analysis of historical data
Optimizing Inventory and Replenishment Strategies
- Predicting stock levels using AI models
- Calculating safety stock and reorder points
- Integrating AI solutions with ERP and WMS systems
Route Optimization and Fleet Management Intelligence
- Utilizing shortest path algorithms for delivery routing
- Planning dynamic routes with traffic-aware capabilities
- Scheduling transport operations using AI
Warehouse Automation and Robotics Integration
- Applying AI to picking, sorting, and storage processes
- Using computer vision for shelf monitoring
- Coordinating operations with AGVs and robotic arms
Real-Time Analytics and Dashboard Development
- Creating live dashboards using Tableau and Python
- Tracking KPIs through real-time data streams
- Configuring alerts and exception handling mechanisms
Case Studies and Capstone Project
- Evaluating a multi-node supply chain scenario
- Implementing forecasting and routing models
- Presenting a data-informed logistics optimization strategy
Conclusion and Future Directions
Requirements
- A solid grasp of supply chain or logistics operational workflows
- Practical experience 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.
