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Voleon Securities is looking to apply state-of-the-art AI/ML techniques to construct liquidity-provision strategies in securities markets. The business problem is to develop and implement advanced machine learning models for financial market prediction and portfolio optimization, addressing the inherent noise and complex data in financial markets.