Course Outline
Introduction to AI in Supply Chain and Logistics
- Current trends in smart logistics.
- Comparing AI with traditional analytics in supply chain management.
- Key technologies and platforms utilized.
AI-Driven Demand Forecasting
- Implementing time-series forecasting using machine learning.
- Managing seasonality and trend components effectively.
- Enhancing forecast accuracy through historical data analysis.
Inventory Optimization and Replenishment Strategies
- Predicting stock levels using AI algorithms.
- Calculating safety stock and reorder points.
- Integrating AI solutions with ERP and WMS systems.
Route Optimization and Fleet Intelligence
- Utilizing shortest path algorithms for delivery routing.
- Dynamic route planning that accounts for traffic conditions.
- Scheduling transport via AI-enabled systems.
Warehouse Automation and Robotics
- Leveraging AI for picking, sorting, and storage automation.
- Applying computer vision for shelf monitoring.
- Coordinating operations with AGVs and robotic arms.
Real-Time Analytics and Dashboarding
- Creating live dashboards using Tableau and Python.
- Monitoring KPIs through real-time data streams.
- Generating alerts and handling exceptions.
Case Study and Capstone Project
- Analyzing a complex multi-node supply chain scenario.
- Applying forecasting and routing models in practice.
- Presenting a data-driven plan for logistics optimization.
Summary and Next Steps
Requirements
- A foundational understanding of supply chain or logistics operations.
- Experience utilizing data analysis or business intelligence tools.
- Basic proficiency in 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.