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Trexquant is a quantitative trading firm that designs, implements, and optimizes machine learning models to predict liquid assets using financial data and trading signals. They parse and analyze large datasets to identify alpha signals and develop strategies for systematic trading, while also investigating and implementing state-of-the-art academic research in quantitative finance.