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Courses/Performance-Efficient Fine-Tuning: Mastering Scalable and Cost-Effective LLM Training (How to Tame and Train Your Draconian Language Model)/Performance and Resource Optimization

Performance and Resource Optimization

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Techniques to maximize throughput and accuracy while minimizing GPU, memory, and energy costs through profiling, memory management, data pipelines, and scheduling strategies.

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2.1 Profiling CPU, GPU, and I/O Bottlenecks

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