3. 1 Improving Model Performance

01 Improving Model Performance 02 Orthogonalization 03 Single Number Evaluation Metric 04 Satisficing and Optimizing Metrics 05 TrainDevTest Set Distributions 06 Sizeof Dev and Test Sets 07 When to Change DevTest Sets 08 WhyHumanLevelPerformance 09 Avoidable Bias 10 Understanding HumanLevel Performance 11 Surpassing HumanLevel Performance 12 Improving Model Performance