کتاب الگوهای طراحی یادگیری ماشین

نیاز به الگوهای طراحی یادگیری ماشین

What Are Design Patterns? • How to Use This Book • Machine Learning Terminology • Models and Frameworks • Data and Feature Engineering • The Machine Learning Process • Data and Model Tooling • Roles • Common Challenges in Machine Learning • Data Quality • Reproducibility • Data Drift • Scale • Multiple Objectives • Summary

الگوهای طراحی نمایش داده

Simple Data Representations • Numerical Inputs • Categorical Inputs • Design Pattern 1: Hashed Feature • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 2: Embeddings • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 3: Feature Cross • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 4: Multimodal Input • Problem • Solution • Trade-Offs and Alternatives • Summary

الگوهای طراحی نمایش مسئله

Design Pattern 5: Reframing • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 6: Multilabel • Problem • Solution • Trade-Offs and Alternatives • Design Pattern 7: Ensembles • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 8: Cascade • Problem • Solution • Trade-Offs and Alternatives • Design Pattern 9: Neutral Class • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 10: Rebalancing • Problem • Solution • Trade-Offs and Alternatives • Summary

الگوهای آموزش مدل

Typical Training Loop • Stochastic Gradient Descent • Keras Training Loop • Training Design Patterns • Design Pattern 11: Useful Overfitting • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 12: Checkpoints • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 13: Transfer Learning • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 14: Distribution Strategy • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 15: Hyperparameter Tuning • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Summary

الگوهای طراحی برای سرویس‌دهی تاب‌آور

Design Pattern 16: Stateless Serving Function • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 17: Batch Serving • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 18: Continued Model Evaluation • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 19: Two-Phase Predictions • Problem • Solution • Trade-Offs and Alternatives • Design Pattern 20: Keyed Predictions • Problem • Solution • Trade-Offs and Alternatives • Summary

الگوهای طراحی تکرارپذیری

Design Pattern 21: Transform • Problem • Solution • Trade-Offs and Alternatives • Design Pattern 22: Repeatable Splitting • Problem • Solution • Trade-Offs and Alternatives • Design Pattern 23: Bridged Schema • Problem • Solution • Trade-Offs and Alternatives • Design Pattern 24: Windowed Inference • Problem • Solution • Trade-Offs and Alternatives • Design Pattern 25: Workflow Pipeline • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 26: Feature Store • Problem • Solution • Why It Works • Trade-Offs and Alternatives • Design Pattern 27: Model Versioning • Problem • Solution • Trade-Offs and Alternatives • Summary

هوش مصنوعی مسئولانه

Design Pattern 28: Heuristic Benchmark • Problem • Solution • Trade-Offs and Alternatives • Design Pattern 29: Explainable Predictions • Problem • Solution • Trade-Offs and Alternatives • Design Pattern 30: Fairness Lens • Problem • Solution • Trade-Offs and Alternatives • Summary

الگوهای مرتبط

Patterns Reference • Pattern Interactions • Patterns Within ML Projects • ML Life Cycle • AI Readiness • Common Patterns by Use Case and Data Type • Natural Language Understanding • Computer Vision • Predictive Analytics • Recommendation Systems • Fraud and Anomaly Detection