This session explores how ML and AI are transforming the financial sector. Use cases include algorithmic trading, credit scoring, fraud detection, and robo-advisory systems. Emphasis will be placed on time series forecasting, anomaly detection, and risk modeling using AI. Real-world deployments from fintech startups and established banks will be showcased. Participants will gain insights into regulatory compliance (e.g., Basel III, GDPR), AI auditing practices, and integrating ML models with existing enterprise infrastructure.