Книга Machine Learning Design Patterns. 1st Ed. Valliappa Lakshmanan (english)

Книга Machine Learning Design Patterns. 1st Ed. Valliappa Lakshmanan (english)

Ціна: 2200 грн.

Автор: Valliappa Lakshmanan
Видавництво: O’Reilly Media
Мова: Англійська
Рік видання: 2020
Формат: 233 х 178 х 24 мм
Кількість сторінок: 400

В наявності

Артикул: 9781098115784 Категорії: , Product ID: 60631

The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. 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. 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, including embeddings, feature crosses, and more
Choose the right model type for specific problems
Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning
Deploy scalable ML systems that you can retrain and update to reflect new data
Interpret model predictions for stakeholders and ensure models are treating users fairly

Вага 0.66 kg
Розміри 233 × 178 × 24 mm
Автор

Valliappa Lakshmanan

Видавництво

O'Reilly Media

Мова

Англійська

Рік видання

2020

Кількість сторінок

400

Формат

233 х 178 х 24 мм

Папір

офсетний

ISBN

9781098115784

Штрихкод

9781098115784

Палітурка

м'яка