Course Outline
Introduction to AI in Supply Chain and Logistics
- Emerging trends in smart logistics.
- Comparing AI approaches with traditional analytics in supply chain management.
- Overview of key technologies and platforms.
AI-Powered Demand Forecasting
- Applying machine learning for time-series forecasting.
- Managing seasonality and trend elements.
- Enhancing forecast accuracy by leveraging historical data.
Inventory Optimization and Replenishment Strategies
- Predicting stock levels using AI algorithms.
- 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 dynamic route planning with traffic awareness.
- Scheduling transport operations enabled by AI.
Warehouse Automation and Robotics Integration
- Applying AI to automate 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.
- Monitoring KPIs through real-time data streams.
- Generating alerts and managing exceptions.
Case Study and Capstone Project
- Analyzing a complex, multi-node supply chain scenario.
- Applying forecasting and routing models to the scenario.
- Presenting a comprehensive, data-driven logistics optimization plan.
Summary and Future Directions
Requirements
- Familiarity with supply chain or logistics operational processes.
- Proficiency with data analysis or business intelligence platforms.
- Fundamental 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.
