Module 01
Artificial Intelligence Fundamentals
Understand machine learning, generative and multimodal AI, computer vision, voice systems, agents, predictive analytics, anomaly detection, hallucinations, and the limits that require human review.
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Artificial Intelligence Fundamentals: Professional Foundations
50 min
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Controlled Workflows for Artificial Intelligence Fundamentals
50 min
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Applied Lab: Artificial Intelligence Fundamentals
50 min
Module 02
Manufacturing Operations Fundamentals
Connect AI use cases to discrete, process, batch, continuous, make-to-stock, make-to-order, assembly, machining, fabrication, packaging, work-center, routing, and production-lifecycle operations.
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Manufacturing Operations Fundamentals: Professional Foundations
50 min
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Controlled Workflows for Manufacturing Operations Fundamentals
50 min
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Applied Lab: Manufacturing Operations Fundamentals
50 min
Module 03
Responsible AI and Professional Ethics
Protect workers, customers, suppliers, employee data, intellectual property, trade secrets, and accountability through transparent policies, documentation, retention, governance, and human oversight.
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Responsible AI and Professional Ethics: Professional Foundations
50 min
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Controlled Workflows for Responsible AI and Professional Ethics
50 min
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Applied Lab: Responsible AI and Professional Ethics
50 min
Module 04
Prompt Engineering for Manufacturing
Build reusable, tested prompts for production, maintenance, quality, safety, engineering, supply chain, inventory, training, finance, customers, reporting, and output verification.
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Prompt Engineering for Manufacturing: Professional Foundations
50 min
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Controlled Workflows for Prompt Engineering for Manufacturing
50 min
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Applied Lab: Prompt Engineering for Manufacturing
50 min
Module 05
Production Planning and Scheduling
Support forecasts, work orders, priorities, capacity, labor, machines, materials, shifts, sequences, setups, bottlenecks, schedule adherence, delay analysis, and human-reviewed recovery plans.
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Production Planning and Scheduling: Professional Foundations
50 min
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Controlled Workflows for Production Planning and Scheduling
50 min
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Applied Lab: Production Planning and Scheduling
50 min
Module 06
Shop-Floor Operations
Improve shift handoffs, work instructions, production meetings, counts, scrap and downtime reports, material and labor coordination, mobile reporting, dashboards, escalation, and supervisor approval.
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Shop-Floor Operations: Professional Foundations
50 min
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Controlled Workflows for Shop-Floor Operations
50 min
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Applied Lab: Shop-Floor Operations
50 min
Module 07
Standard Operating Procedures and Work Instructions
Draft and maintain accessible SOPs and work instructions with task sequences, safety warnings, quality checkpoints, tools, materials, revision control, approvals, training, and human technical review.
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Standard Operating Procedures and Work Instructions: Professional Foundations
50 min
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Controlled Workflows for Standard Operating Procedures and Work Instructions
50 min
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Applied Lab: Standard Operating Procedures and Work Instructions
50 min
Module 08
Quality Management
Strengthen inspection plans, control points, defect classification, nonconformance reports, corrective and preventive actions, complaints, supplier quality, trends, audit preparation, and qualified quality review.
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Quality Management: Professional Foundations
50 min
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Controlled Workflows for Quality Management
50 min
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Applied Lab: Quality Management
50 min
Module 09
Root-Cause Analysis and Continuous Improvement
Support Five Whys, fishbone and Pareto analysis, process and value-stream mapping, failure patterns, corrective-action tracking, Lean, Six Sigma, DMAIC, prioritization, ROI, and human validation.
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Root-Cause Analysis and Continuous Improvement: Professional Foundations
50 min
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Controlled Workflows for Root-Cause Analysis and Continuous Improvement
50 min
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Applied Lab: Root-Cause Analysis and Continuous Improvement
50 min
Module 10
Equipment Maintenance
Coordinate preventive, predictive, corrective, and reactive maintenance through work orders, inspections, parts, history, downtime, reliability measures, backlog priorities, dashboards, and technician review.
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Equipment Maintenance: Professional Foundations
50 min
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Controlled Workflows for Equipment Maintenance
50 min
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Applied Lab: Equipment Maintenance
50 min
Module 11
Reliability and Predictive Analytics
Interpret asset criticality, failure modes, condition-monitoring signals, sensor trends, anomalies, predictive alerts, remaining-useful-life concepts, false positives, and reliability review without authorizing unsafe operation.
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Reliability and Predictive Analytics: Professional Foundations
50 min
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Controlled Workflows for Reliability and Predictive Analytics
50 min
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Applied Lab: Reliability and Predictive Analytics
50 min
Module 12
Engineering Support
Assist with document summaries, specifications, change records, bills of materials, routing, tolerances, materials research, capability analysis, failure-mode support, test plans, and reports subject to qualified engineering approval.
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Engineering Support: Professional Foundations
50 min
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Controlled Workflows for Engineering Support
50 min
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Applied Lab: Engineering Support
50 min
Module 13
Product Design and Development Support
Organize customer needs, requirements, concepts, reviews, prototypes, testing, revisions, product risk, manufacturability, assembly, packaging, supplier input, launch planning, and human design approval.
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Product Design and Development Support: Professional Foundations
50 min
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Controlled Workflows for Product Design and Development Support
50 min
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Applied Lab: Product Design and Development Support
50 min
Module 14
Supply-Chain Management
Improve supplier research, qualification, scorecards, purchase and lead-time tracking, shortages, alternates, logistics, delivery performance, cost comparisons, disruption risks, communication, and procurement review.
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Supply-Chain Management: Professional Foundations
50 min
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Controlled Workflows for Supply-Chain Management
50 min
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Applied Lab: Supply-Chain Management
50 min
Module 15
Inventory and Warehouse Management
Support raw material, work-in-process, finished-goods, and spare-parts controls including safety stock, cycle counts, lots, serials, obsolescence, stockout risk, receiving, picking, shipping, and verification.
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Inventory and Warehouse Management: Professional Foundations
50 min
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Controlled Workflows for Inventory and Warehouse Management
50 min
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Applied Lab: Inventory and Warehouse Management
50 min
Module 16
Procurement and Purchasing
Prepare requests for quote, compare suppliers, analyze total cost, lead times, quantities, payment terms, contracts, vendor risk, documentation, approvals, dashboards, and savings opportunities with purchasing review.
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Procurement and Purchasing: Professional Foundations
50 min
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Controlled Workflows for Procurement and Purchasing
50 min
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Applied Lab: Procurement and Purchasing
50 min
Module 17
Safety and Environmental Management
Improve hazard, pre-task, incident, near-miss, training, environmental, waste, and spill documentation without replacing qualified safety personnel, approved procedures, manufacturer instructions, or site requirements.
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Safety and Environmental Management: Professional Foundations
50 min
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Controlled Workflows for Safety and Environmental Management
50 min
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Applied Lab: Safety and Environmental Management
50 min
Module 18
Workforce Training and Skills Development
Build onboarding, role training, skills matrices, competency checks, refreshers, microlearning, scenarios, multilingual and visual instruction, knowledge checks, records, career paths, and instructor oversight.
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Workforce Training and Skills Development: Professional Foundations
50 min
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Controlled Workflows for Workforce Training and Skills Development
50 min
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Applied Lab: Workforce Training and Skills Development
50 min
Module 19
Labor Planning and Workforce Management
Support shift schedules, staffing, overtime, absence plans, skills availability, cross-training, temporary labor, capacity, training gaps, production coverage, labor costs, communication, and human-resources review.
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Labor Planning and Workforce Management: Professional Foundations
50 min
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Controlled Workflows for Labor Planning and Workforce Management
50 min
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Applied Lab: Labor Planning and Workforce Management
50 min
Module 20
Manufacturing Financial Management
Analyze job, standard, and actual costs; labor, materials, machines, overhead, scrap, rework, downtime, variances, margins, budgets, forecasts, capital, cash flow, and profitability with qualified financial review.
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Manufacturing Financial Management: Professional Foundations
50 min
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Controlled Workflows for Manufacturing Financial Management
50 min
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Applied Lab: Manufacturing Financial Management
50 min
Module 21
Sales, Quoting, and Customer Service
Support inquiries, requests for quote, lead-time estimates, order updates, complaint summaries, technical routing, proposals, account reviews, feedback, forecasts, and customer dashboards with sales and engineering review.
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Sales, Quoting, and Customer Service: Professional Foundations
50 min
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Controlled Workflows for Sales, Quoting, and Customer Service
50 min
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Applied Lab: Sales, Quoting, and Customer Service
50 min
Module 22
Manufacturing Marketing and Business Development
Develop credible positioning, capability statements, case studies, portfolios, trade-show materials, search content, campaigns, technical articles, CRM workflows, lead qualification, follow-up, and reputation management.
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Manufacturing Marketing and Business Development: Professional Foundations
50 min
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Controlled Workflows for Manufacturing Marketing and Business Development
50 min
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Applied Lab: Manufacturing Marketing and Business Development
50 min
Module 23
Cybersecurity for Manufacturing
Protect information and operational technology through segmentation, access controls, authentication, encryption, secure sharing, vendor controls, prompt-injection defenses, incident response, backups, and business continuity.
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Cybersecurity for Manufacturing: Professional Foundations
50 min
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Controlled Workflows for Cybersecurity for Manufacturing
50 min
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Applied Lab: Cybersecurity for Manufacturing
50 min
Module 24
Operational Technology and Industrial Systems
Understand PLC, SCADA, DCS, HMI, MES, ERP, CMMS, QMS, warehouse, sensor, historian, edge, cloud, API, and governance concepts without bypassing controls or enabling unauthorized industrial access.
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Operational Technology and Industrial Systems: Professional Foundations
50 min
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Controlled Workflows for Operational Technology and Industrial Systems
50 min
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Applied Lab: Operational Technology and Industrial Systems
50 min
Module 25
Manufacturing Data and Analytics
Improve collection, quality, cleansing, dictionaries, time-series analysis, production, quality, maintenance, inventory, supplier and customer data, dashboards, visualization, forecasting, and human interpretation.
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Manufacturing Data and Analytics: Professional Foundations
50 min
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Controlled Workflows for Manufacturing Data and Analytics
50 min
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Applied Lab: Manufacturing Data and Analytics
50 min
Module 26
Manufacturing KPIs
Use overall equipment effectiveness, availability, performance, quality, yield, scrap, rework, cycle and lead time, delivery, utilization, downtime, inventory, supplier, labor, safety, customer, and profitability measures responsibly.
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Manufacturing KPIs: Professional Foundations
50 min
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Controlled Workflows for Manufacturing KPIs
50 min
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Applied Lab: Manufacturing KPIs
50 min
Module 27
Building AI Agents for Manufacturing
Design narrowly scoped production, maintenance, quality, inventory, procurement, training, safety, engineering, customer, finance, knowledge, reporting, and compliance agents with approvals, permissions, logs, controls, and shutdown procedures.
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Building AI Agents for Manufacturing: Professional Foundations
50 min
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Controlled Workflows for Building AI Agents for Manufacturing
50 min
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Applied Lab: Building AI Agents for Manufacturing
50 min
Module 28
Computer Vision in Manufacturing
Evaluate visual inspection, defect detection, classification, counting, assembly verification, PPE monitoring, traceability, image quality, model drift, false results, privacy, validation, and human quality review.
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Computer Vision in Manufacturing: Professional Foundations
50 min
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Controlled Workflows for Computer Vision in Manufacturing
50 min
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Applied Lab: Computer Vision in Manufacturing
50 min
Module 29
Robotics and Automation
Assess industrial and collaborative robots, machine tending, material handling, automated inspection, workflow orchestration, integration risk, change control, maintenance, safety boundaries, and qualified automation review.
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Robotics and Automation: Professional Foundations
50 min
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Controlled Workflows for Robotics and Automation
50 min
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Applied Lab: Robotics and Automation
50 min
Module 30
AI Governance and Risk Management
Establish inventories, ownership, risk tiers, approved uses, prohibited uses, vendor assessment, data controls, testing, monitoring, incident response, audits, change management, retention, and accountable oversight.
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AI Governance and Risk Management: Professional Foundations
50 min
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Controlled Workflows for AI Governance and Risk Management
50 min
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Applied Lab: AI Governance and Risk Management
50 min
Module 31
Leadership and Change Management
Lead strategy, stakeholder engagement, workforce communication, pilot selection, process redesign, adoption, training, resistance management, governance, performance measures, scaling, and measurable implementation value.
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Leadership and Change Management: Professional Foundations
50 min
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Controlled Workflows for Leadership and Change Management
50 min
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Applied Lab: Leadership and Change Management
50 min
Module 32
Future of AI in Manufacturing
Assess emerging agents, computer vision, robotics, digital twins, predictive systems, generative design, additive manufacturing, connected factories, workforce impacts, cybersecurity, regulation, and responsible innovation.
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Future of AI in Manufacturing: Professional Foundations
50 min
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Controlled Workflows for Future of AI in Manufacturing
50 min
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Applied Lab: Future of AI in Manufacturing
50 min