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Muhammad
Anwar Ul Haq
Senior Director, Data & Machine Learning
RBC Group
Muhammad is Senior Director of Machine Learning and Data at RBC, where he leads the Data & AI Trust team at RBC Brain. With over 12 years of cross-sector experience from private equity to fintech and AI/ML he combines deep technical expertise with a strong ethical lens. A Fulbright Scholar and member of the World Energy Council’s Future Energy Leaders Program, Muhammad is focused on building responsible AI frameworks that prioritize fairness, interpretability, and privacy, ensuring AI systems are trustworthy by design.
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20 November 2025 11:00 - 11:30
Solving problems with synthetic data
Synthetic data is emerging as a game-changing solution to the challenges of data scarcity, privacy concerns, and bias in AI training. Delve into the technical approaches for generating high-quality synthetic data, its potential to solve real-world problems in industries like healthcare and finance, and the engineering challenges of ensuring its effectiveness, reliability, and ethical use in AI-driven systems.