Section 01
Training Infrastructure
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Shrinking a 46-Hour Training Run
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GPU Utilization Bottlenecked by Data Loading
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Multiple Teams Competing for GPUs
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Checkpoint and Resume After Failure
Section 02
Experiment Tracking & Reproducibility
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Same Code, Different Results
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Untraceable Hyperparameters
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Hundreds of Untraceable Experiments
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Reproducing a Six-Month-Old Model
Section 03
Model Evaluation & Validation
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Aggregate Accuracy Hides a Segment Regression
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Undeployable Despite Good Offline Metrics
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Release Without a Champion Comparison
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