Machine Learning Design Patterns - Valliappa Lakshmanan
The design patterns in this book capture best practices and solutions to recurring problems in machine learning. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice.In this book, you will find detailed explanations of 30 pa… Celý popis ↓
Porovnanie cien Machine Learning Design Patterns - Valliappa Lakshmanan
Popis Machine Learning Design Patterns - Valliappa Lakshmanan
Machine Learning Design Patterns - Valliappa Lakshmanan
The design patterns in this book capture best practices and solutions to recurring problems in machine learning. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice.In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process.
Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation.You'll learn how to:Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types,
Parametre
- Autor
- Valliappa Lakshmanan
- Počet strán
- 400
- Rok vydania
- 2020
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