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Duration 21 hours
Course Outline
Introduction to AI in Supply Chain and Logistics
- Emerging trends in smart logistics.
- Contrasting AI with traditional analytics in supply chain management.
- Key technologies and platforms driving transformation.
AI for Demand Forecasting
- Applying machine learning to time-series forecasting.
- Managing seasonality and trend components.
- Enhancing forecast accuracy using historical data insights.
Inventory Optimisation and Replenishment
- Predicting optimal stock levels using AI.
- Calculating safety stock and reorder points.
- Integrating AI solutions with ERP and WMS systems.
Route Optimisation and Fleet Intelligence
- Utilising shortest path algorithms for delivery routing.
- Implementing traffic-aware dynamic route planning.
- Scheduling transport operations with AI enablement.
Warehouse Automation and Robotics
- Automating picking, sorting, and storage via AI.
- Applying computer vision for shelf monitoring.
- Coordinating operations with AGVs and robotic arms.
Real-Time Analytics and Dashboarding
- Building live dashboards using Tableau and Python.
- Monitoring KPIs through real-time data streams.
- Configuring alerts and exception handling mechanisms.
Case Study and Capstone Project
- Analysing complex, multi-node supply chain scenarios.
- Applying forecasting and routing models to real-world problems.
- Presenting a data-driven logistics optimisation plan.
Summary and Next Steps
Requirements
- A solid understanding of supply chain or logistics operations.
- Practical experience with data analysis or business intelligence tools.
- Foundational knowledge of programming or scripting languages.
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