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Duration 21 hours
Course Outline
Introduction to AI in Supply Chain and Logistics
- Emerging trends in smart logistics.
- Comparing AI with traditional analytics in supply chain management.
- Overview of key technologies and platforms.
AI for Demand Forecasting
- Time-series forecasting utilizing machine learning.
- Addressing seasonality and trend components.
- Enhancing forecast accuracy through historical data analysis.
Inventory Optimization and Replenishment
- Predicting optimal stock levels using AI.
- Calculating safety stock and reorder points.
- Integrating AI capabilities with ERP and WMS systems.
Route Optimization and Fleet Intelligence
- Utilizing shortest path algorithms for delivery routing.
- Implementing traffic-aware dynamic route planning.
- Scheduling transport operations with AI assistance.
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 with Tableau and Python.
- Monitoring KPIs via real-time data streams.
- Setting up alerts and handling exceptions.
Case Study and Capstone Project
- Analyzing complex multi-node supply chain scenarios.
- Applying forecasting and routing models in practice.
- Presenting a comprehensive, data-driven logistics optimization plan.
Summary and Next Steps
Requirements
- A foundational understanding of supply chain or logistics operations.
- Prior experience with data analysis or business intelligence tools.
- Basic familiarity with programming or scripting concepts.
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