Ziele der Weiterbildung
Im Fokus der Weiterbildung AI Project Management Masterclass steht die Vermittlung von Kenntnissen und Fähigkeiten im Bereich der Künstlichen Intelligenz und des Projektmanagements. Die Inhalte umfassen Programmierung mit Python, maschinelles Lernen und Deep Learning, um ein Verständnis für technische Aspekte der KI zu entwickeln. Seminare zu aktuellen Themen in der KI und zu den gesellschaftlichen Auswirkungen der Technologie bieten eine weitere Perspektive. Zudem werden Kompetenzen im IT-Projektmanagement und in der technischen Projektplanung vermittelt, um Projekte zu steuern und umzusetzen.
Inhalte der Weiterbildung
Die Weiterbildungsinhalte sind auf Englisch.Programming with Python
- Introduction to the Python programming language
- Object-oriented concepts in Python
- Handling of exceptions and errors
- The Python library ecosystem
- Environments and package management
- Documentation and testing
- Version control
- Supervised, unsupervised, and reinforcement learning approaches
- Regression and classification learning problems
- Estimation of functional dependencies via regression techniques
- Data clustering
- Support vector machines, large margin classification
- Decision tree learning
- Introduction to neural networks and deep learning
- Network architectures
- Neural network training
- Alternative training methods
- Further network architectures
- In this module, students will reflect on current developments in AI. To this end, pertinent topics will be introduced via articles that are then critically evaluated by the students in the form of a written essay.
- History of AI
- AI Application Areas
- Expert Systems
- Neuroscience
- Modern AI Systems
- Organizing the work
- Cost estimation and controlling
- The human factor
- Organizing small and medium projects
- Organizing large projects
- In this course, students learn to apply the project management concepts they learned in previous modules in a real-world project.
- In this module, students will reflect on current societal and political implications of artificial intelligence. To this end, pertinent topics will be introduced via articles that are then critically evaluated by the students in the form of a written essay.