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1. Fundamental concepts of Artificial Intelligence and application in the company
- General introduction to AI, history, and evolution
- Main AI concepts and terminology
- Differences between machine learning, deep learning and other branches of AI
- Introduction to AI models and their general applications
- AI work environment: core tools, languages, and platforms
- Practical application cases
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2. Advanced AI for project planning and management
- Planning optimization: AI for resource, time, and task allocation
- Optimization algorithms in project planning
- Using AI to estimate schedules more accurately
- Optimization in resource allocation: use of predictive algorithms for optimal resource allocation
- Time and cost forecasting: regression models and predictive analytics in project planning
- Task rescheduling: AI to automatically reschedule tasks based on delays and changes in resource availability
- Limits of the application of AI
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3. Predictive analytics and risk management with AI
- Risk identification using AI: using machine learning to analyze historical project data and predict potential risks
- Supervised vs. unsupervised models for risk identification
- Predictive models applied to risk management: decision trees, neural networks for real-time risk assessment
- Scenario analysis and simulations: using AI to create simulations of the impact of potential risks
- Risk management automation: implementation of alerts and automatic notifications of potential risks
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4. AI-supported project deshboarding and control
- Real-time monitoring with AI: use of intelligent dashboards/personal assistants to track KPIs and project status
- Data analysis for the control of progress, costs and resources
- Early detection of deviations: AI to identify behavioural patterns that predict deviations from planning
- Intelligent alerts and automated reporting: configuring systems that send automatic alerts when anomalies are detected in the project
- AI system for project analysis. Options for project analysis from an AI-based system
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