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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
- Essential technologies and platforms
AI for Demand Forecasting
- Time-series forecasting techniques using machine learning
- Managing seasonality and trend elements
- Enhancing forecast accuracy through historical data analysis
Inventory Optimization and Replenishment
- AI-based stock level prediction
- Calculating safety stock and reorder points
- Integrating AI with ERP and WMS systems
Route Optimization and Fleet Intelligence
- Shortest path algorithms and delivery routing strategies
- Dynamic route planning with traffic awareness
- AI-enabled transport scheduling
Warehouse Automation and Robotics
- AI applications in picking, sorting, and storage automation
- Utilizing computer vision for shelf monitoring
- Coordination with AGVs and robotic arms
Real-Time Analytics and Dashboarding
- Developing live dashboards with Tableau and Python
- Monitoring KPIs via real-time data streams
- Generating alerts and managing exceptions
Case Study and Capstone Project
- Analyzing a multi-node supply chain scenario
- Applying forecasting and routing models
- Presenting a data-driven logistics optimization plan
Recap and Future Steps
Requirements
- A solid understanding of supply chain or logistics operations
- Proficiency with data analysis or business intelligence tools
- Basic knowledge of programming or scripting
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