Summary and practices of ML Design Patterns book
| Chapter | Title | Design Patterns |
|---|---|---|
| Chapter 1 | The Need for ML Design Patterns | |
| Chapter 2 | Data Representation Design Patterns | Simple Data Representation Hashed Feaure Embeddings Feature Cross Multimodal Input |
| Chapter 3 | Problem Representation Design Patterns | Reframing Multilabel Ensemble Cascade Neutral Class Rebalancing |
| Chapter 4 | Model Training Design Patterns | Useful Overfitting Checkpoints Transfer Learning Distribution Strategy Hyperparameter Tuning |
| Chapter 5 | Design Patterns for Resilient Serving | Stateless Serving Function Batch Serving Continued Model Evaluation Two-Phase Prediction Keyed Prediction |
| Chapter 6 | TBA |