Name: Synthetic Data and Generative AI
SKU: 56349230
Price: 184.72 EUR
Availability: InStock
Author: Granville, Vincent
ISBN: 9780443218576

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portada Synthetic Data and Generative AI

Type

Physical Book

Author

Vincent Granville

Publisher

Morgan Kaufmann Publishers

Language

English

Pages

250

Format

Paperback

ISBN13

9780443218576

Synopsis "Synthetic Data and Generative AI"

Synthetic Data and Generative AI covers the foundations of machine learning with modern approaches to solving complex problems and the systematic generation and use of synthetic data. Emphasis is on scalability, automation, testing, optimizing, and interpretability (explainable AI). For instance, regression techniques - including logistic and Lasso - are presented as a single method without using advanced linear algebra. Confidence regions and prediction intervals are built using parametric bootstrap without statistical models or probability distributions. Models (including generative models and mixtures) are mostly used to create rich synthetic data to test and benchmark various methods.

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Synthetic Data and Generative AI - Granville, Vincent

Synopsis "Synthetic Data and Generative AI"

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