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Duration 21 hours
Course Outline
Introduction to AI in Supply Chain and Logistics
- Emerging trends in smart logistics.
- Comparing AI approaches with traditional analytics in supply chain management.
- Overview of key technologies and platforms.
AI-Powered Demand Forecasting
- Applying machine learning for time-series forecasting.
- Managing seasonality and trend elements.
- Enhancing forecast accuracy by leveraging historical data.
Inventory Optimization and Replenishment Strategies
- Predicting stock levels using AI algorithms.
- 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 dynamic route planning with traffic awareness.
- Scheduling transport operations enabled by AI.
Warehouse Automation and Robotics Integration
- Applying AI to automate picking, sorting, and storage processes.
- Using computer vision for shelf monitoring.
- Coordinating operations with AGVs and robotic arms.
Real-Time Analytics and Dashboard Development
- Creating live dashboards using Tableau and Python.
- Monitoring KPIs through real-time data streams.
- Generating alerts and managing exceptions.
Case Study and Capstone Project
- Analyzing a complex, multi-node supply chain scenario.
- Applying forecasting and routing models to the scenario.
- Presenting a comprehensive, data-driven logistics optimization plan.
Summary and Future Directions
Requirements
- Familiarity with supply chain or logistics operational processes.
- Proficiency with data analysis or business intelligence platforms.
- Fundamental 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