AI Project Management Masterclass

Im Fokus stehen Python-Programmierung, maschinelles Lernen und IT-Projektmanagement. Die Teilnehmenden erlernen, wie sie Python effektiv einsetzen und erhalten einen tiefgreifenden Einblick in die Welt des maschinellen Lernens. Sie diskutieren aktuelle Themen in der KI und deren Auswirkungen auf die Gesellschaft. Ergänzend lernen sie KI-Projekte effektiv zu planen und zu managen.

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

Machine Learning

• 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

Deep Learning

• Introduction to neural networks and deep learning
• Network architectures
• Neural network training
• Alternative training methods
• Further network architectures

Seminar: Current Topics in AI

• 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.

Artificial Intelligence

• History of AI
• AI application areas
• Expert systems
• Neuroscience
• Modern AI systems

IT Project Management

• Organizing the work
• Cost estimation and controlling
• The human factor
• Organizing small and medium projects
• Organizing large projects

Technical Project Planning

• In this course, students learn to apply the project management concepts they learned in previous modules in a real-world project.

Seminar: AI and Society

• 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.