Cloud Computing with AI: Scalability and Cost Optimization

Introduction

AI can optimize cloud resource usage, predict scaling needs, and reduce costs through intelligent resource management.

AI-Enhanced Cloud Management

// AI cloud optimizer
class AICloudOptimizer {
  async optimizeResources(usageData: CloudUsage): Promise {
    const analysis = await this.aiModel.analyzeUsage(usageData);
    
    return {
      recommendations: analysis.recommendations,
      estimatedSavings: analysis.estimatedSavings,
      scalingPlan: analysis.scalingPlan,
      riskAssessment: analysis.riskAssessment
    };
  }
}
            

Bibliography

• Burns, B., & Beda, J. (2019). "Kubernetes: Up and Running"
• Wittig, A., & Wittig, M. (2016). "Amazon Web Services in Action"