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10 Modules / ~100 pages
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~25 Modules / ~400 pages
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Software Performance Optimization
( 24 Modules )

Module #1
Introduction to Software Performance Optimization
Overview of performance optimization, importance, and challenges
Module #2
Performance Optimization Fundamentals
Understanding performance metrics, bottlenecks, and optimization techniques
Module #3
Profiling and Benchmarking
Tools and techniques for measuring performance, identifying bottlenecks
Module #4
CPU Optimization Techniques
Optimizing CPU-bound code, loop unrolling, cache optimization
Module #5
Memory Optimization Techniques
Optimizing memory access, reducing memory allocation, and garbage collection
Module #6
Disk I/O Optimization Techniques
Optimizing disk I/O operations, caching, and buffering
Module #7
Network Optimization Techniques
Optimizing network communication, caching, and content delivery
Module #8
Database Optimization Techniques
Optimizing database queries, indexing, and caching
Module #9
Multithreading and Parallelism
Optimizing concurrent execution, thread pools, and parallel algorithms
Module #10
GPU Optimization Techniques
Optimizing GPU-bound code, parallel processing, and graphics rendering
Module #11
Cloud and Distributed Systems Optimization
Optimizing cloud-based systems, load balancing, and distributed caching
Module #12
Optimizing for Mobile and Embedded Systems
Optimizing for resource-constrained devices, power management, and energy efficiency
Module #13
Web Performance Optimization
Optimizing web applications, page load times, and user experience
Module #14
Optimizing for Scalability and Reliability
Designing systems for high availability, scalability, and fault tolerance
Module #15
Methodologies and Strategies for Optimization
Agile and iterative optimization, A/B testing, and experimentation
Module #16
Tools and Frameworks for Optimization
Overview of popular tools and frameworks for performance optimization
Module #17
Case Studies and Real-World Examples
Real-world examples of successful performance optimization projects
Module #18
Best Practices and Anti-Patterns
Common pitfalls to avoid and best practices for performance optimization
Module #19
Performance Optimization for Artificial Intelligence and Machine Learning
Optimizing AI and ML workloads, model optimization, and inference engine optimization
Module #20
Performance Optimization for Real-Time Systems
Optimizing real-time systems, latency reduction, and predictability
Module #21
Performance Optimization for Big Data and Data Analytics
Optimizing big data processing, data pipeline optimization, and data visualization
Module #22
Performance Optimization for IoT and Edge Computing
Optimizing IoT systems, edge computing, and resource-constrained devices
Module #23
Advanced Topics in Performance Optimization
Exploring advanced topics, such as quantum computing, and heterogeneous computing
Module #24
Course Wrap-Up & Conclusion
Planning next steps in Software Performance Optimization career


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