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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 with traditional analytics in supply chain management
- Essential technologies and platforms
AI for Demand Forecasting
- Applying machine learning to time-series forecasting
- Managing seasonality and trend elements
- Enhancing prediction accuracy through historical data analysis
Inventory Optimization and Replenishment
- Predicting stock levels using AI
- Calculating safety stock and reorder points
- Integrating AI with ERP and WMS systems
Route Optimization and Fleet Intelligence
- Shortest path algorithms and delivery route planning
- Dynamic route planning considering traffic conditions
- AI-assisted transport scheduling
Warehouse Automation and Robotics
- Automating picking, sorting, and storage with AI
- Utilizing computer vision for shelf monitoring
- Coordinating operations with AGVs and robotic arms
Real-Time Analytics and Dashboarding
- Creating live dashboards with Tableau and Python
- Tracking KPIs via real-time data streams
- Implementing alerts and exception handling mechanisms
Case Study and Capstone Project
- Evaluating a multi-node supply chain scenario
- Implementing forecasting and routing models
- Developing a data-driven logistics optimization strategy
Recap and Future Steps
Requirements
- Familiarity with core supply chain or logistics operational processes
- Practical experience utilizing 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
