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Course Outline
Introduction and Selection of Team Use Cases
- Overview of AI applications in industrial settings
- Categories of use cases: quality, maintenance, energy, logistics
- Team formation and defining project objectives
Comprehending and Preparing Industrial Data
- Types of industrial data: time-series, tabular, image, text
- Data collection, cleansing, and preprocessing techniques
- Exploratory data analysis using Pandas and Matplotlib
Model Selection and Prototyping
- Selecting among regression, classification, clustering, or anomaly detection
- Training and assessing models with Scikit-learn
- Utilizing TensorFlow or PyTorch for advanced modeling tasks
Visualizing and Interpreting Outcomes
- Designing intuitive dashboards or reports
- Interpreting performance indicators (accuracy, precision, recall)
- Documenting underlying assumptions and constraints
Deployment Simulation and Feedback Loop
- Simulating edge/cloud deployment scenarios
- Gathering feedback and refining models
- Strategies for integrating solutions with operational workflows
Capstone Project Development
- Finalizing and testing team prototypes
- Peer review and collaborative troubleshooting
- Preparing project presentations and technical summaries
Team Presentations and Conclusion
- Presenting AI solution concepts and results
- Group reflection on key learnings
- Roadmap for scaling use cases within the organization
Recap and Future Steps
Requirements
- Familiarity with manufacturing or industrial workflows
- Proficiency in Python and fundamental machine learning concepts
- Competence in handling both structured and unstructured data
Target Audience
- Multidisciplinary teams
- Engineers
- Data scientists
- IT 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 4800 € + VAT*
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