Machine learning models, used in areas like self-driving cars, language bots, and neural networks, are vulnerable to diverse attacks which can compromise their effectiveness or even hijack their results. These include adversarial examples that manipulate model outputs, data poisoning and backdoor attacks which target the training data, and membership inference attacks that compromise privacy. Models can also be threatened via extraction attacks, fairwashing that cloaks bias, and attacks that increase energy consumption or degrade performance. Guarding these systems involves counteracting both data and code vulnerabilities.

Attacks on machine learning models rnikhil.com

Amazon Health Services aims to simplify health management, offering programs for disease prevention and awareness. Partnering with Omada Health, more than 20 million members can now access programs for diabetes and high blood pressure.

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Stanford Health Care eyes AI for healthcare overhaul in 2024; aims for predictive, generative AI in clinical care, research, education. Michael Pfeffer, CIO, supports AI integration into IT systems, enhancing electronic health records, clinical trials, and medical education. Stanford also focuses on patient engagement via AI-enabled MyHealth portal and assists researchers with high-tech storage and compute needs. Pfeffer monitors AI regulatory requirements and integration of genomics in electronic health records. Lessons from Stanford's 2023 AI pilot include different utilizations and derived values by healthcare professionals.

Stanford CIO zeros in on AI use cases Beckers Hospital Review

Amazon collaborates with Omada, a virtual healthcare provider, to launch Health Condition Programs and expand consumer access to chronic condition care. This targets diabetes, hypertension prevention and treatment, while encouraging enrollment in employer-sponsored or individual health plans. Amazon will guide eligible customers searching for related products to Omada's programs. This will expand Amazon Health's nationwide reach, following their recent healthcare expansions.

Amazon expands healthcare reach with Omada partnership Beckers Hospital Review