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Course Outline
Introduction and Selection of Team Use Cases
- Overview of AI applications in industrial settings
- Use case categories: quality, maintenance, energy, and logistics
- Team formation and defining project objectives
Understanding and Preparing Industrial Data
- Types of industrial data: time-series, tabular, image, and text
- Data acquisition, cleansing, and preprocessing
- Exploratory data analysis using Pandas and Matplotlib
Model Selection and Prototyping
- Choosing between regression, classification, clustering, or anomaly detection
- Training and evaluating models with Scikit-learn
- Utilizing TensorFlow or PyTorch for advanced modelling
Visualizing and Interpreting Results
- Creating intuitive dashboards or reports
- Interpreting performance metrics (accuracy, precision, recall)
- Documenting assumptions and limitations
Deployment Simulation and Feedback
- Simulating edge/cloud deployment scenarios
- Collecting feedback and refining models
- Strategies for integrating solutions with operations
Capstone Project Development
- Finalizing and testing team prototypes
- Peer review and collaborative debugging
- Preparing project presentations and technical summaries
Team Presentations and Wrap-Up
- Presenting AI solution concepts and outcomes
- Group reflection and lessons learned
- Roadmap for scaling use cases within the organization
Summary and Next Steps
Requirements
- A solid understanding of manufacturing or industrial processes
- Proficiency in Python and foundational machine learning concepts
- Capability to process both structured and unstructured data
Audience
- Cross-functional teams
- Engineers
- Data scientists
- IT professionals
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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