Machine Learning Production Systems

Index

A

• A/B testing, A/B testing
• academic ML environment, production environment versus, What Is Production Machine Learning?-What Is Production Machine Learning?
• accelerators, Accelerators
• accuracy, as fairness metric, Accuracy and AUC
• active learning, Active Learning-Other sampling techniques
  • defined, Advanced Labeling Review
  • margin sampling, Margin sampling-Margin sampling
  • other sampling techniques, Other sampling techniques
• adapter, LoRA and, S-LoRA
• adaptive windowing, Error distribution monitoring
• advanced labeling, Advanced Labeling-Advanced Labeling Review
  • active learning, Active Learning-Other sampling techniques
  • semi-supervised labeling, Semi-Supervised Labeling-Sampling techniques
  • weak supervision, Weak Supervision-Weak Supervision
• advanced TFX, Advanced TFX-Conclusion
  • advanced pipeline practices, Advanced Pipeline Practices-Trigger Messages from TFX
    • configuring your components, Configure Your Components
    • executing a conditional pipeline, Execute a Conditional Pipeline
    • exit handlers, Use Exit Handlers-Use Exit Handlers
    • exporting TF Lite models, Export TF Lite Models
    • importing artifacts, Import Artifacts
    • trigger messages from TFX, Trigger Messages from TFX-Trigger Messages from TFX
    • using Resolver node, Use Resolver Node
    • warm-starting model training, Warm-Starting Model Training
  • choosing the right custom component, Which Custom Component Is Right for You?
  • creating container-based custom components, Creating Container-Based Custom Components-Creating Container-Based Custom Components
  • custom TFX components ...