Performance Optimization with AI: Profiling and Tuning Strategies

Introduction

AI can enhance performance optimization by analyzing code patterns, identifying bottlenecks, and suggesting improvements.

AI-Powered Performance Analysis

// AI performance analyzer
class AIPerformanceAnalyzer {
  async analyzePerformance(code: string): Promise {
    const analysis = await this.aiModel.analyzeCode(code);
    
    return {
      bottlenecks: analysis.bottlenecks,
      suggestions: analysis.suggestions,
      estimatedImprovement: analysis.estimatedImprovement,
      confidence: analysis.confidence
    };
  }
}
            

Bibliography

• Goetz, B. (2006). "Java Concurrency in Practice"
• Hunt, A., & Thomas, D. (1999). "The Pragmatic Programmer"