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SUVRIT

  • Machine learning

    • Subset of artificial intelligence

    "Improving First and Second-Order Methods by Modeling Uncertainty". In Sra, Suvrit; Nowozin, Sebastian; Wright, Stephen J. (eds.). Optimization for Machine

    Machine learning

    Machine_learning

  • Jensen–Shannon divergence

    • Statistical distance measure

    arXiv:1910.10447. doi:10.1016/j.aim.2021.107595. S2CID 204837864. Sra, Suvrit (2019). "Metrics Induced by Quantum Jensen-Shannon-Renyí and Related Divergences"

    Jensen–Shannon divergence

    Jensen–Shannon_divergence

  • Determinant

    • In mathematics, invariant of square matrices

    http://www.ee.ic.ac.uk/hp/staff/dmb/matrix/proof003.html Lin, Minghua; Sra, Suvrit (2014). "Completely strong superadditivity of generalized matrix functions"

    Determinant

    Determinant

  • Stochastic gradient descent

    • Optimization algorithm

    Bousquet, Olivier (2012). "The Tradeoffs of Large Scale Learning". In Sra, Suvrit; Nowozin, Sebastian; Wright, Stephen J. (eds.). Optimization for Machine

    Stochastic gradient descent

    Stochastic_gradient_descent

  • Stefanie Jegelka

    • German computer scientist

    Professorships in the field of Artificial Intelligence: Stefanie Jegelka and Suvrit Sra were honored with Germany's most highly endowed research award, TU Munich

    Stefanie Jegelka

    Stefanie_Jegelka

  • Non-negative matrix factorization

    • Algorithms for matrix decomposition

    Tensor Tensor decomposition Tensor software Dhillon, Inderjit S.; Sra, Suvrit (2005). "Generalized Nonnegative Matrix Approximations with Bregman Divergences"

    Non-negative matrix factorization

    Non-negative_matrix_factorization

  • Alexander von Humboldt Professorship

    • Academic research prize

    environmental humanities scholar Joacim Rocklöv, Swedish epidemiologist Suvrit Sra, mathematician Radu Timofte, Romanian computer scientist Angela Yu,

    Alexander von Humboldt Professorship

    Alexander_von_Humboldt_Professorship

  • Hard negative mining

    • doi:10.1007/978-3-030-58595-2_41. Robinson, Joshua; Chuang, Ching-Yao; Sra, Suvrit; Jegelka, Stefanie (2020). Contrastive Learning with Hard Negative Samples

    Hard negative mining

    Hard negative mining

    Hard_negative_mining

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