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Computer Science
DevOps and SRE
Performance Engineering and Optimization
1. Introduction to Performance Engineering
2. Fundamental Concepts and Metrics
3. Performance Engineering in the Software Development Lifecycle
4. Performance Modeling and Forecasting
5. Performance Testing Methodologies
6. System Monitoring and Observability
7. Performance Analysis and Tuning
8. Performance in Modern Architectures
9. Advanced Performance Topics
10. Tools and Technologies
11. Performance Engineering Best Practices
Advanced Performance Topics
Performance in Distributed Systems
Consistency vs Performance Trade-offs
Distributed Consensus Performance
Replication Strategies
Partitioning and Sharding
Real-time and Low-latency Systems
Ultra-low Latency Requirements
Hardware Acceleration
Kernel Bypass Techniques
FPGA and GPU Acceleration
Big Data Performance
Batch Processing Performance
Stream Processing Performance
Data Pipeline Optimization
Storage System Performance
Machine Learning Performance
Model Inference Performance
Training Performance Optimization
GPU Utilization
Model Serving Architectures
Security and Performance
Encryption Performance Impact
Authentication and Authorization Overhead
Security Monitoring Performance
Secure Communication Protocols
Performance Testing at Scale
Large-scale Load Generation
Distributed Testing
Cloud-based Testing
Performance Test Infrastructure
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8. Performance in Modern Architectures
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10. Tools and Technologies