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Course Outline
Introduction to AI in Manufacturing
- Emerging trends in smart manufacturing and Industry 4.0
- Overview of AI applications in operational contexts
- Key performance metrics and KPIs
Data Collection and Preparation
- Identifying manufacturing data sources (sensors, PLC, MES)
- Cleaning and structuring time-series data
- Preprocessing workflows using Pandas and Jupyter
Descriptive and Diagnostic Analytics
- Data exploration and visualisation techniques
- Correlation analysis and identifying root causes
- Building custom dashboards with Power BI
Machine Learning for Process Optimization
- Supervised and unsupervised learning paradigms
- Utilising clustering for pattern recognition
- Applying regression and classification for predictive purposes
AI for Predictive Maintenance and Quality
- Anomaly detection and predictive alert systems
- Developing failure prediction models
- Enhancing product quality through model-derived insights
Real-Time Analytics and Feedback Loops
- Streaming data and real-time processing capabilities
- Integration with SCADA/MES systems
- Implementing feedback mechanisms for automatic process adjustments
Case Study and Capstone Project
- Hands-on analysis of real-world datasets
- Designing and validating optimisation models
- Presenting a comprehensive AI-driven improvement plan
Summary and Next Steps
Requirements
- A solid understanding of manufacturing processes or operational management
- Practical experience with data analysis or Excel-based reporting
- Basic familiarity with programming or scripting languages
Target Audience
- Process engineers
- Plant supervisors
- Lean Six Sigma specialists
21 Hours
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 3900 € + VAT*
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