{"product_id":"9783032420213","title":"Resilient AI for Healthcare 5.0","description":"\u003cp\u003eResilient AI for Healthcare 5.0: Privacy, Ethics, and Trust covers the evolution from Industry 4.0 to human-AI centric Healthcare 5.0 ecosystems with IoT and edge analytics, core resilience principles like reliability\/robustness\/recoverability, privacy threats and advanced technologies including federated learning, differential privacy, homomorphic encryption, and blockchain for secure sharing\/smart contracts, ethical frameworks with bias mitigation via AIF360\/Fairlearn, dynamic informed consent models, explainable AI techniques such as LIME\/SHAP\/counterfactuals, human-AI collaboration interfaces reducing clinician overload, regulatory compliance for EU AI Act\/FDA\/HIPAA with checklists, cybersecurity through zero-trust architectures and adversarial defenses, model drift countermeasures with continuous monitoring, and case studies in diagnostics\/telemedicine\/wearables, plus future quantum-safe governance.\u003c\/p\u003e","brand":"Bipin Kumar Rai","offers":[{"title":"Default Title","offer_id":54544382820670,"sku":"9783032420213","price":0.0,"currency_code":"ZAR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4357\/7662\/files\/9783032420213.jpg?v=1790949731","url":"https:\/\/exclusivebooks.co.za\/products\/9783032420213","provider":"Exclusive Books Online","version":"1.0","type":"link"}