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Duration 21 hours
Course Outline
Introduction to AI in Supply Chain and Logistics
- Current trends in smart logistics.
- Comparing AI with traditional analytics in supply chain management.
- Essential technologies and platforms.
AI-Driven Demand Forecasting
- Applying machine learning to time-series forecasting.
- Managing seasonality and trend elements.
- Enhancing forecast precision using historical data.
Inventory Optimization and Replenishment
- Predicting optimal stock levels with AI.
- Calculating safety stock and reorder points.
- Integrating AI capabilities with ERP and WMS systems.
Route Optimization and Fleet Intelligence
- Utilizing shortest path algorithms and delivery routing.
- Dynamic route planning that accounts for traffic conditions.
- AI-assisted transport scheduling.
Warehouse Automation and Robotics
- Automating picking, sorting, and storage via AI.
- Using computer vision for shelf monitoring.
- Coordinating operations with AGVs and robotic arms.
Real-Time Analytics and Dashboarding
- Developing live dashboards using Tableau and Python.
- Tracking KPIs through real-time data streams.
- Implementing alerts and exception handling mechanisms.
Case Study and Capstone Project
- Examining a complex, multi-node supply chain scenario.
- Applying forecasting and routing models.
- Presenting a data-driven logistics optimization strategy.
Conclusion and Future Directions
Requirements
- A solid grasp of supply chain or logistics operational frameworks.
- Proficiency 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