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Beginnt 5 June 2026 22:00

Endet 5 June 2026

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Pushing the Limits of Cloud Performance with AI - Optimizing Modern Cloud Applications

Dive into AI-powered cloud performance optimization techniques, exploring how modern applications can achieve peak efficiency through automated tuning and machine learning approaches.
IIIA Hub via YouTube

IIIA Hub

6076 Kurse


1 hour 21 minutes

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Übersicht

Dive into AI-powered cloud performance optimization techniques, exploring how modern applications can achieve peak efficiency through automated tuning and machine learning approaches.

Lehrplan

  • Introduction to Cloud Performance Optimization
  • Overview of cloud computing architecture
    Key performance metrics in cloud environments
    Introduction to AI in cloud optimization
  • Fundamentals of Machine Learning for Cloud
  • Machine learning algorithms and techniques
    Data collection and preprocessing in cloud systems
    Model training and evaluation
  • Automated Performance Tuning
  • Auto-scaling and resource management
    Load balancing with AI
    Predictive analytics for performance forecasting
  • AI-Driven Cost Management
  • Cost optimization strategies
    Resource allocation with machine learning
    Spot and reserved instance optimization
  • Advanced AI Techniques for Cloud Optimization
  • Reinforcement learning for resource management
    Deep learning in performance optimization
    Anomaly detection and predictive alerting
  • Implementing AI Solutions in Cloud Platforms
  • Case studies of AI implementation in various cloud services (AWS, Azure, GCP)
    Tools and frameworks for AI in the cloud
  • Challenges and Future Trends
  • Ethical considerations in AI and cloud computing
    Future of AI-driven automation in cloud platforms
    Emerging technologies and their impact on cloud optimization
  • Practical Workshop and Project
  • Hands-on labs with cloud AI tools
    Capstone project: Designing an AI-powered optimization strategy for a cloud application
  • Conclusion and Further Learning Resources
  • Summary of key concepts
    Suggested readings and resources for continued exploration

Fachgebiete

Programming