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Duration 21 hours
Course Outline
Introduction to AI in Supply Chain and Logistics
- Current trends in intelligent logistics
- Comparative analysis of AI versus traditional analytics in supply chain management
- Essential technologies and industry platforms
AI-Driven Demand Forecasting
- Time-series forecasting techniques using machine learning
- Managing seasonal variations and long-term trends
- Enhancing forecast precision through historical data analysis
Inventory Optimization and Replenishment Strategies
- Predicting optimal stock levels with AI
- Calculating safety stock and reorder points
- Integration of AI with ERP and WMS systems
Route Optimization and Fleet Intelligence
- Applying shortest path algorithms for efficient delivery routing
- Dynamic route planning with real-time traffic insights
- AI-enabled transportation scheduling
Warehouse Automation and Robotics Integration
- AI applications in picking, sorting, and storage processes
- Utilizing computer vision for shelf monitoring
- Coordination with AGVs and robotic arms
Real-Time Analytics and Dashboard Development
- Building live dashboards using Tableau and Python
- Tracking KPIs via real-time data streams
- Implementing automated alerts and exception handling
Case Studies and Capstone Project
- Analysis of a complex, multi-node supply chain scenario
- Application of forecasting and routing models
- Presentation of a data-driven logistics optimization strategy
Conclusion and Future Directions
Requirements
- Foundational knowledge of supply chain or logistics workflows
- Prior experience utilizing data analysis or business intelligence platforms
- Basic proficiency in 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
