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Duration 21 hours
Course Outline
Introduction to AI in Supply Chain and Logistics
- Current trends in smart logistics
- Comparative analysis of AI versus traditional analytics in supply chain management
- Essential technologies and platforms
AI-Driven Demand Forecasting
- Applying machine learning to time-series forecasting
- Managing seasonality and trend components in data
- Enhancing forecast accuracy through historical data analysis
Inventory Optimization and Replenishment Strategies
- Predicting optimal stock levels using AI
- Calculating safety stock and reorder points
- Integrating AI solutions with ERP and WMS systems
Route Optimization and Fleet Intelligence
- Leveraging shortest path algorithms for delivery routing
- Implementing traffic-aware dynamic route planning
- Utilizing AI-enabled transport scheduling
Warehouse Automation and Robotics Integration
- Automating picking, sorting, and storage processes with AI
- Employing computer vision for shelf monitoring
- Coordinating operations with AGVs and robotic arms
Real-Time Analytics and Dashboarding
- Creating live dashboards using Tableau and Python
- Tracking KPIs via real-time data streams
- Configuring alerts and exception handling mechanisms
Case Study and Capstone Project
- Analyzing complex multi-node supply chain scenarios
- Applying forecasting and routing models to practical cases
- Presenting a comprehensive, data-driven logistics optimization plan
Recap and Future Directions
Requirements
- Foundational knowledge of supply chain or logistics operations
- Practical experience with 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