1z0574 Oracle IT Architecture Essentials Free Practice Test — 30 Questions

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Question 1 of 30

A cross-functional team at a global financial institution is architecting a novel cloud-based platform utilizing advanced machine learning algorithms to identify potential fraudulent transactions in real-time. The proprietary AI model, while demonstrating exceptional accuracy, operates as a sophisticated \"black box,\" making it challenging to provide a step-by-step justification for every flagged transaction. Given the stringent regulatory landscape governing financial services, which architectural strategy best addresses the dual imperatives of fostering cutting-edge innovation and ensuring unwavering compliance with data privacy and auditability mandates?

Implement a robust governance framework that mandates the integration of explainable AI (XAI) techniques and detailed data lineage tracking within the application's architecture, coupled with a comprehensive risk assessment of the AI's decision-making process and a defined human oversight protocol for critical outcomes.
Prioritize the rapid deployment of the AI model to gain a competitive advantage, deferring any compliance-related architectural adjustments until post-deployment audits are scheduled, relying solely on existing security protocols.
Focus exclusively on maximizing the AI model's predictive performance, assuming that regulatory bodies will eventually adapt their requirements to accommodate the capabilities of advanced, opaque AI systems.
Adopt a policy of anonymizing all transaction data processed by the AI, thereby mitigating privacy concerns but potentially sacrificing the granular detail needed for effective fraud detection and regulatory reporting.

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