Paperback. Privacy-Preserving Data Science with R: Differential Privacy, Data Anonymization, Synthetic Data, and Secure Machine Learning for Real-World Data ProtectionNo GPS? No problem. With this book, you'll always know what's ahead.Most data science systems are built to extract insight not to protect people. That's why they fail under real scrutiny. Data gets re-identified. Models leak information. Dashboards expose patterns that should never be visible. And by the time it's discovered, the damage is already done.This book takes a different approach.It shows you how to design data systems that work in the real world where privacy is not optional, attackers are not hypothetical, and compliance is enforced.Instead of theory, you get practical, production-ready workflows in R for building systems that protect sensitive data without destroying analytical value.Inside this book, you will learn how to: Identify and eliminate re-identification risks before modeling beginsBuild anonymization pipelines that hold up against real attacksApply differential privacy with controlled privacy budgetsGenerate synthetic data without leaking original recordsSecure machine learning models against inference attacksReplace raw data access with safe query systems and APIsDesign privacy-first data pipelines from ingestion to deploymentMeasure privacy and utility using defensible, audit-ready metricsBuild GDPR-ready and HIPAA-aware data systemsSimulate real-world attacks and harden your systems against themThis is not a theoretical guide. It is a hands-on blueprint for engineers, data scientists, and analysts who need to use sensitive data without exposing it.Unlike most books in this space, this guide focuses on: Real-world implementation in R not abstract frameworksEnd-to-end system design, not isolated techniquesAttack simulation and defense, not just preventionMeasurable privacy, not vague compliance claimsIf you're working with customer data, healthcare data, financial data, or any system where privacy matters, this book gives you the tools to build systems that are secure, scalable, and defensible.Because in modern data science, it's not enough to build models that work.You have to build systems that survive scrutiny. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.

N� de ref. del art�culo 9798253552711

Contactar al vendedor

Denunciar este art�culo

Detalles bibliogr�ficos

T�tulo: Privacy Preserving Data Science with R (Paperback)
Editor: Independently Published
Fecha de publicaci�n: 2026
Idioma: Ingl�s
ISBN 13: 9798253552711
Encuadernaci�n: Paperback
Estado: new

Acerca de

Sinopsis

Privacy-Preserving Data Science with R: Differential Privacy, Data Anonymization, Synthetic Data, and Secure Machine Learning for Real-World Data Protection

No GPS? No problem. With this book, you'll always know what's ahead.

Most data science systems are built to extract insight not to protect people. That’s why they fail under real scrutiny. Data gets re-identified. Models leak information. Dashboards expose patterns that should never be visible. And by the time it’s discovered, the damage is already done.

This book takes a different approach.

It shows you how to design data systems that work in the real world where privacy is not optional, attackers are not hypothetical, and compliance is enforced.

Instead of theory, you get practical, production-ready workflows in R for building systems that protect sensitive data without destroying analytical value.

Inside this book, you will learn how to:

Identify and eliminate re-identification risks before modeling begins
Build anonymization pipelines that hold up against real attacks
Apply differential privacy with controlled privacy budgets
Generate synthetic data without leaking original records
Secure machine learning models against inference attacks
Replace raw data access with safe query systems and APIs
Design privacy-first data pipelines from ingestion to deployment
Measure privacy and utility using defensible, audit-ready metrics
Build GDPR-ready and HIPAA-aware data systems
Simulate real-world attacks and harden your systems against them

This is not a theoretical guide. It is a hands-on blueprint for engineers, data scientists, and analysts who need to use sensitive data without exposing it.

Unlike most books in this space, this guide focuses on:

Real-world implementation in R not abstract frameworks
End-to-end system design, not isolated techniques
Attack simulation and defense, not just prevention
Measurable privacy, not vague compliance claims

If you're working with customer data, healthcare data, financial data, or any system where privacy matters, this book gives you the tools to build systems that are secure, scalable, and defensible.

Because in modern data science, it’s not enough to build models that work.

You have to build systems that survive scrutiny.

"Sobre este t�tulo" puede pertenecer a otra edici�n de este libro.

Descripci�n de la librer�a

Online business

Ver la p�gina web de la librer�a

Informaci�n empresarial del vendedor

ABC BOOKS LIMITED
10 John Street, London, WC1N 2EB, United Kingdom

Condiciones de venta y env�o

Condiciones de venta

Orders can be returned within 30 days of receipt.

Derecho al desistimiento

Si es un consumidor, puede rescindir el contrato de acuerdo con lo siguiente. Por consumidor se entiende cualquier persona f�sica que act�e con fines ajenos a su actividad comercial, empresarial, oficio o profesi�n.

Informaci�n sobre el derecho de desistimiento

Derecho legal de desistimiento

Tiene derecho a rescindir este contrato en un plazo de 14 d�as sin dar ning�n motivo.

El periodo de desistimiento vencer� a los 14 d�as desde que usted, o un tercero que no sea el transportista e indicado por usted, adquiera la posesi�n f�sica del �ltimo bien o del �ltimo lote o pieza.

Para ejercer el derecho de desistimiento, complete de forma electr�nica y env�e una declaraci�n clara en nuestro sitio web, desde "Mis compras" en "Mi cuenta". Le enviaremos sin demora un acuse de recibo de dicho desistimiento a trav�s de un soporte duradero (por ejemplo, por correo electr�nico).

Para cumplir con el plazo de desistimiento, basta con que env�e su comunicaci�n relativa al ejercicio del derecho de desistimiento antes de que venza el periodo de desistimiento.

Efectos del desistimiento

Si rescinde este contrato, le reembolsaremos todos los pagos que hayamos recibido de usted, incluidos los gastos de env�o (excepto los gastos adicionales que surjan si elige un tipo de env�o que no sea el tipo de env�o est�ndar m�s econ�mico que ofrecemos).

Podemos hacer una deducci�n del reembolso por la p�rdida de valor de cualquier bien suministrado, si la p�rdida es el resultado de una manipulaci�n innecesaria por su parte.

Efectuaremos el reembolso sin demoras indebidas y, a m�s tardar, 14 d�as despu�s de que se nos informe de su decisi�n de rescindir este contrato.

Efectuaremos el reembolso utilizando el mismo medio de pago que utiliz� para la transacci�n inicial, a menos que haya acordado expresamente lo contrario; en cualquier caso, no incurrir� en ning�n cargo como resultado de dicho reembolso.

Podremos retener el reembolso hasta que hayamos recibido los bienes o hasta que nos haya presentado una prueba de que los ha devuelto, lo que ocurra primero.

Deber� devolver los bienes o entregarlos a CitiRetail, Stevenage, United Kingdom, sin demoras indebidas y, en cualquier caso, en un plazo m�ximo de 14 d�as a partir del d�a en que nos comunique su desistimiento del presente contrato. El plazo se cumple si devuelve la mercanc�a antes de que venza el periodo de 14 d�as. Tendr� que asumir los gastos directos de devoluci�n de los bienes. Usted solo es responsable de la disminuci�n del valor de los bienes como resultado de una manipulaci�n distinta a la necesaria para establecer la naturaleza, las caracter�sticas y el funcionamiento de los bienes.

Excepciones al derecho de desistimiento

El derecho de desistimiento no se aplica a lo siguiente:

La entrega de peri�dicos, diarios o revistas, con la excepci�n de los contratos de suscripci�n; y
El suministro de contenido digital que no se proporcione en un soporte tangible (por ejemplo, en un CD o DVD) si, al hacer el pedido, acept� que pod�amos empezar a entregarlo y que no podr�a desistir una vez iniciada la entrega.

Condiciones de env�o

Please note that titles are dispatched from our US, Canadian or Australian warehouses. Delivery times specified in shipping terms. Orders ship within 2 business days. Delivery to your door then takes 7-14 days.

Tarifas de env�o de Reino Unido a Estados Unidos de America

Tarifas de env�o de Reino Unido a Estados Unidos de America
Cantidad del pedido	De 7 a 60 d�as h�biles	De 7 a 14 d�as h�biles
Primer art�culo	EUR 43.13	EUR 43.13

Los plazos de entrega los establecen los vendedores y var�an seg�n el transportista y la ubicaci�n. Los pedidos que pasan por la aduana pueden sufrir retrasos y los compradores son responsables de los aranceles o tarifas asociadas. Los vendedores pueden ponerse en contacto con usted en relaci�n con cargos adicionales para cubrir cualquier aumento en los costes de env�o de los art�culos.