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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.
  • Overview of key technologies and platforms.

AI for Demand Forecasting

  • Time-series forecasting techniques using machine learning.
  • Managing seasonality and trend components.
  • Enhancing forecast 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 routing strategies.
  • Dynamic route planning with traffic awareness.
  • AI-enabled transport scheduling.

Warehouse Automation and Robotics

  • Applying AI to picking, sorting, and storage automation.
  • Using computer vision for shelf monitoring.
  • Coordinating AGVs and robotic arms.

Real-Time Analytics and Dashboarding

  • Creating live dashboards using Tableau and Python.
  • Monitoring KPIs via real-time data streams.
  • Generating alerts and handling exceptions.

Case Study and Capstone Project

  • Analyzing a multi-node supply chain scenario.
  • Implementing forecasting and routing models.
  • Presenting a data-driven logistics optimization plan.

Summary and Next Steps

Requirements

  • A solid understanding of supply chain or logistics operations.
  • Proficiency in data analysis or business intelligence tools.
  • Basic knowledge of programming or scripting languages.

Target Audience

  • Supply chain analysts.
  • Logistics managers.
  • Industrial planners.

Need help picking the right course?
southafrica@nobleprog.co.za or +27 (0)10 005 5793

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

Agatha Cheili - PT Astra Honda Motor
Course - AI for Supply Chain and Manufacturing Logistics

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