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Duration 21 hours
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 relevant platforms
AI-Driven Demand Forecasting
- Implementing time-series forecasting using machine learning
- Addressing seasonality and trend components
- Enhancing forecast accuracy through historical data analysis
Inventory Optimization and Replenishment Strategies
- Predicting stock levels with AI
- Calculating safety stock and reorder points
- Integrating AI solutions with ERP and WMS systems
Route Optimization and Fleet Intelligence
- Utilizing shortest path algorithms and delivery routing
- Executing traffic-aware dynamic route planning
- Managing transport schedules via AI-enabled tools
Warehouse Automation and Robotics
- Applying AI to picking, sorting, and storage automation
- Using computer vision for shelf monitoring
- Coordinating operations with AGVs and robotic arms
Real-Time Analytics and Dashboarding
- Building live dashboards using Tableau and Python
- Monitoring KPIs through real-time data streams
- Generating alerts and managing exception handling
Case Study and Capstone Project
- Examining a multi-node supply chain scenario
- Applying forecasting and routing models
- Presenting a data-driven plan for logistics optimization
Conclusion and Future Pathways
Requirements
- A solid grasp of supply chain or logistics operations
- Practical experience with data analysis or business intelligence tools
- Foundational knowledge of programming or scripting languages
Target Audience
- Supply chain analysts
- Logistics managers
- Industrial planners
Testimonials (4)
How to use and explore AI for daily works
Giovani Natalia - PT Astra Honda Motor
Course - AI for Supply Chain and Manufacturing Logistics
real life implementation, very insightful
Olivia Audrey - PT Astra Honda Motor
Course - AI for Supply Chain and Manufacturing Logistics
can learn about ai (colab, n8n)
Jeanny Puspita Sari - PT Astra Honda Motor
Course - AI for Supply Chain and Manufacturing Logistics
How to use & explore AI on daily work