Course Outline
Introduction to AI in Supply Chain and Logistics
- Current trends in intelligent logistics systems
- Comparing AI with traditional analytics in supply chain management
- Essential technologies and platforms
AI for Demand Forecasting
- Applying machine learning to time-series forecasting
- Managing seasonality and trend elements
- Enhancing prediction accuracy through historical data analysis
Inventory Optimization and Replenishment
- Predicting stock levels using AI
- Calculating safety stock and reorder points
- Integrating AI with ERP and WMS systems
Route Optimization and Fleet Intelligence
- Shortest path algorithms and delivery route planning
- Dynamic route planning considering traffic conditions
- AI-assisted transport scheduling
Warehouse Automation and Robotics
- Automating picking, sorting, and storage with AI
- Utilizing computer vision for shelf monitoring
- Coordinating operations with AGVs and robotic arms
Real-Time Analytics and Dashboarding
- Creating live dashboards with Tableau and Python
- Tracking KPIs via real-time data streams
- Implementing alerts and exception handling mechanisms
Case Study and Capstone Project
- Evaluating a multi-node supply chain scenario
- Implementing forecasting and routing models
- Developing a data-driven logistics optimization strategy
Recap and Future Steps
Requirements
- Familiarity with core supply chain or logistics operational processes
- Practical experience utilizing 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.