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Duration 21 hours
Course Outline
Introduction to AI in Supply Chain and Logistics
- Current trends in intelligent logistics systems
- Comparing AI approaches with traditional analytics in supply chain management
- Overview of essential technologies and platforms
AI Applications in Demand Forecasting
- Implementing time-series forecasting using machine learning algorithms
- Managing seasonal patterns and trend components
- Enhancing forecast precision through the analysis of historical data
Optimizing Inventory and Replenishment Strategies
- Predicting stock levels using AI models
- Calculating safety stock and reorder points
- Integrating AI solutions with ERP and WMS systems
Route Optimization and Fleet Management Intelligence
- Utilizing shortest path algorithms for delivery routing
- Planning dynamic routes with traffic-aware capabilities
- Scheduling transport operations using AI
Warehouse Automation and Robotics Integration
- Applying AI to 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
- Tracking KPIs through real-time data streams
- Configuring alerts and exception handling mechanisms
Case Studies and Capstone Project
- Evaluating a multi-node supply chain scenario
- Implementing forecasting and routing models
- Presenting a data-informed logistics optimization strategy
Conclusion and Future Directions
Requirements
- A solid grasp of supply chain or logistics operational workflows
- Practical experience with data analysis or business intelligence platforms
- 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
