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Sumeet Kumar has a diverse background in machine learning, data science, and research. With experience in companies like Lyft, Auxia, Aetna, Facebook, and DC Investments Management, Sumeet has led significant projects in user targeting, incentive optimization, and model development. With a PhD from Massachusetts Institute of Technology in Signals, systems, and statistics, Sumeet's expertise ranges from causal inference to deep learning frameworks. A mentor and leader in cross-functional teams, Sumeet's contributions have made a significant impact on data-driven decision-making and product strategies.