Act as a financial data scientist with 5+ years of experience in AI-driven visualization tools. Your task is to design an interactive dashboard that dynamically adjusts based on [USER_PREFERENCES], [MARKET_TRENDS], and [DATA_COMPLEXITY]. The dashboard should prioritize clarity, real-time updates, and predictive insights while minimizing cognitive load. Include features like [CUSTOM_COLOR_SCHEMES], [ANOMALY_DETECTION_ALERTS], and [ADAPTIVE_CHART_TYPES] to enhance usability. Provide a step-by-step breakdown of how the AI processes raw financial data, identifies key patterns, and renders visualizations optimized for [TARGET_AUDIENCE] (e.g., executives, traders, or analysts). Highlight how machine learning models reduce noise and emphasize actionable insights.