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Elsevier Synthetic Data and Generative AI - Machine Learning

Amazon

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£106.39 £105.40 £105.62 £105.83 £106.05 £106.26 £106.48 28 July 2026 04 August 2026 11 August 2026 18 August 2026 25 August 2026
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Description

Synthetic Data and Generative AI by Elsevier provides a foundation in machine learning through modern approaches to complex problem-solving. This book focuses on the systematic generation and application of synthetic data, with a focus on scalability, automation, testing, and optimization. Readers will explore explainable AI (interpretability) and practical techniques such as regression methods, including logistic and Lasso, presented without the need for advanced linear algebra. The text also covers building confidence regions and prediction intervals using parametric bootstrap methods that do not rely on statistical models or probability distributions. This resource is designed for those seeking to understand generative models and modern data techniques through a practical, accessible lens.

Key Features

Learn machine learning foundations with a focus on modern approaches to solving complex problems.

Explore the systematic generation and use of synthetic data for various applications.

Study scalability, automation, testing, and optimization techniques for data workflows.

Understand explainable AI (interpretability) to improve model transparency.

Access regression techniques like logistic and Lasso presented without advanced linear algebra.

Build confidence regions and prediction intervals using parametric bootstrap methods.

Product Specifications

Format
paperback
Domain
Amazon UK
Release Date
12 January 2024
Listed Since
24 May 2023

Barcode

No barcode data available

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