1 “..., and learn how to integrate differential privacy into workflows. With this book, you'll learn: How DP...”

2 “... explores the basics of ML privacy, introduces differential privacy and why it's considered a gold standard...”

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6 “... privacy building blocks, like differential privacy, federated learning, and encrypted computation. Based...”

7 Table of Contents: “... Attacking Models with Adversarial Machine Learning Protecting User Privacy with Differential Privacy...”

8 “... and differential privacy. Dedicated sections also address data in-memory attacks and strategies for safeguarding...”

9 “... into why training on private data should be addressed, federated learning, and differential privacy. He...”

10 “... and differential privacy, offer useful alternatives to building centralized databases that may later invite abuse...”

11 Table of Contents: “...13 Optimization of Ontology-Based Clinical Pathways and Incorporating Differential Privacy...”

12 “... Learn methods for adding privacy, including differential privacy with TensorFlow Privacy and federated...”

13 Table of Contents: “... -- Incremental/continual ML training and retraining -- Scaling defense pipelines -- Enabling differential privacy...”

14 Table of Contents: “...Benchmark SystemsProbabilistic Programming; Differential Privacy Preserving Systems; Future...”

15 Table of Contents: “... -- Privacy and differential privacy -- Debugging and visualization -- Documentation -- Machine learning...”