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Duration 21 hours
Course Outline
Introduction to AI Applications in Supply Chain and Logistics
- Developing trends in intelligent logistics
- Comparing AI with traditional analytics in supply chain management
- Essential technologies and platforms
Utilizing AI for Demand Forecasting
- Machine learning techniques for time-series forecasting
- Addressing seasonal variations and long-term trends
- Enhancing forecast precision using historical datasets
Optimizing Inventory and Replenishment Strategies
- Predicting optimal stock levels with AI
- Calculating safety stock and reorder points
- Integrating AI solutions with ERP and WMS systems
Route Optimization and Fleet Intelligence
- Applying shortest path algorithms for efficient delivery
- Dynamic route planning considering traffic conditions
- AI-driven transport scheduling
Warehouse Automation and Robotics Integration
- AI for automating picking, sorting, and storage tasks
- Implementing computer vision for shelf monitoring
- Coordination with AGVs and robotic arms
Real-Time Analytics and Dashboard Development
- Creating live dashboards using Tableau and Python
- Tracking KPIs via real-time data streams
- Establishing alert systems and exception management
Case Study and Capstone Project
- Evaluating a multi-node supply chain scenario
- Deploying forecasting and routing models
- Presenting a comprehensive, data-driven logistics optimization strategy
Recap and Future Directions
Requirements
- Familiarity with supply chain or logistics workflows
- Prior experience with data analysis or business intelligence tools
- Foundational knowledge of programming or scripting
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
