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Home/Courses/Manufacturing & Operations/AI for Production Planning & Forecasting
Manufacturing & Operations

AI for Production Planning & Forecasting

This course covers utilizing AI to build demand forecasts and optimize production scheduling. You will learn to compile multi-variable sales models, calculate sequence queues that minimize setup changeover times, and align resource constraints. By the end, you will integrate planning outputs with MES systems to improve schedule adherence.

Created by SkillCite Instructor
Last updated Aug 2026
AI for Production Planning & Forecasting
Free
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This course includes:
  • 4 weeks of structured content
  • 4 video lessons & readings
  • 3 hands-on lab exercises & quizzes
  • Verified certificate on completion
What you'll learn

Learning Outcomes

By the end of this course, you'll be able to:

Construct AI demand forecasting models using sales and market indicators.
Apply optimization algorithms to schedule production sequence queues.
Manage machine capacity boundaries and changeover time variables.
Connect planning AI inputs to MES and ERP platforms.
Track forecasting precision and schedule compliance metrics.

How this course opens doors

Precision Forecasts

Analyze market variables, promotions, and weather trends to build accurate demand forecasts.

Schedule Optimization

Find the most efficient sequence of production orders that minimizes setup changeover times.

Dynamic Planning

Connect planning updates to real-time machine capacity and operator schedules.

4w
Access Duration
Course Content

Course curriculum

3 modules · 14 lessons
01
1. AI-Driven Demand Forecasting
~36 min
Traditional vs AI Demand Forecasting~5 min
Forecast Accuracy~6 min
Traditional Forecasting Limitations~5 min
AI Demand Forecasting~5 min
ABC-XYZ Analysis~5 min
Module 1 Quiz - AI Demand Forecasting~10 min
02
2. AI for Schedule Optimisation & Resource Allocation
~30 min
03
3. Implementation, Integration & Measuring Success
~20 min
Skills you'll gain

Skills Cloud

Demand ForecastingQueue SchedulingChangeover ReductionMES System IntegrationCapacity UtilizationPlanning Metrics
Target Audience

Who this course is for

Production Planners

Build demand forecast models, optimize shift sequences, and manage changes.

Plant Schedulers

Balance machine utilization targets, allocate operator roles, and track bottlenecks.

Operations Directors

Monitor schedule compliance metrics and plan capital capacity expansions.

Offered by

Your instructor

SI

SkillCite Instructor

SkillCite AI

86 courses

SkillCite Industry Expert Instructors bring decades of combined real-world expertise directly to you, making complex concepts simple.

Certification

Earn a Verifiable Certificate

Certificate of Completion
Learner Name
AI for Production Planning & Forecasting
SC-2026-VERIFIED
Verified

SkillCite Verified Certificate

Complete all modules and pass the final assessment to earn a shareable, verifiable digital credential.

Verifiable via public API with unique credential ID
Shareable on LinkedIn, Twitter, and personal portfolio
Recognized by employers and technology companies
Week-by-Week

Course Timeline

Week 1
AI Demand Forecasting

Collect historical sales, promotions, and weather factors to train forecasting models.

Demand modelsData variablesSeasonality check
Week 2
Schedule Optimization Loops

Optimize order sequences on machines while balancing constraints like operator setups.

Order sequencesSetup variablesQueue models
Week 3
System Integration Workflows

Connect forecasting outputs to ERP inventory records and MES shopfloor tracks.

ERP syncMES connectionsFile transfers
Week 4
Adoption & Planning KPIs

Manage planner change processes, verify data pipelines, and track schedule metrics.

Change managementPlanning KPIsVariance tracking
Common Questions

FAQ

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