Vijay Sudhakar

Title of the Talk:
How AI/ML is Transforming Finance

Abstract :
Artificial Intelligence and Machine Learning are fundamentally reshaping the financial industry across nine key topics. It opens with real-time fraud detection, examining how ensemble models and graph neural networks intercept financial crime at millisecond speed. It then covers algorithmic trading and portfolio optimisation, where reinforcement learning agents and NLP-driven signal generation are redefining market execution.

The deck addresses AI-powered credit risk assessment, contrasting traditional scoring methods with modern ML approaches that expand financial access to underserved populations. It highlights personalised financial wellness, where recommendation engines and conversational AI deliver hyper-personalised guidance at scale.

Compliance is tackled through a RegTech and AML pipeline that automates suspicious activity detection and reporting — dramatically reducing false positives. Deep learning forecasting models, including Temporal Fusion Transformers, are shown to improve revenue and market predictions with quantified confidence intervals.

The presentation introduces AI Copilots for financial analysts, demonstrating how LLMs augmented with RAG can compress hours of research and modelling into seconds. A dedicated section on Responsible AI underscores the non-negotiable importance of fairness, explainability, model governance, and human oversight in high-stakes financial decisions.

The deck closes with a forward-looking roadmap — from agentic finance and domain-specific foundation models to quantum-ML hybrids — and a call to action for teams ready to build the next generation of intelligent financial systems.

Bio:
Vijay Sudhakar is a technology professional with 22+ years of IT experience and 20+ years of SAP expertise. His areas of expertise include SAP FICO, FICA, Hybris Billing, Revenue Accounting and Reporting, and enterprise financial systems. He has extensive experience in revenue recognition, billing transformation, enterprise system integration, solution architecture, and technology leadership.