data={{0.0136704, 868., 5., 0., 0., 0., 0.0679724, 1.02337, 5.,
  2391.}, {0.0327273, 65., 0., 0., 0., 0., 0.0615385, 1.02337, 5.,
  2391.}, {0.0343137, 45., 2., 0., 0., 0., 0.0888889, 0.976633, 3.,
  2388.}, {0.0425656, 358., 11., 0.0333333, 0., 0., 0.0642458,
  0.976633, 3., 2375.}, {0.0146471, 168., 4., 0.4, 0., 0., 0.0892857,
  1.02337, 5., 2378.}, {0.0255665, 362., 6., 0.0833333, 0., 0.,
  0.0856354, 1.02337, 5., 2368.}, {0.0215647, 443., 5., 0.0967742, 0.,
   0., 0.0857788, 1.02337, 5., 2377.}, {0.0242424, 435., 6.,
  0.0294118, 0., 0., 0.110345, 0.976633, 3., 2362.}, {0.0311943, 511.,
   22., 0., 0., 0., 0.129159, 1.02337, 5., 2360.}, {0.030086, 171.,
  4., 0., 0., 0., 0.122807, 1.02337, 5., 2361.}, {0.0324948, 222.,
  10., 0., 0., 0., 0.103604, 0.976633, 3., 2364.}, {0.0232975, 120.,
  2., 0., 0., 0., 0.108333, 1.02337, 5., 2380.}, {0.046616, 632., 20.,
   0., 0., 0., 0.056962, 1.02337, 5., 2354.}, {0.0187225, 381., 9.,
  0., 0., 0., 0.0603675, 1.02337, 5., 2342.}, {0.0234043, 421., 11.,
  0.133333, 0., 0., 0.109264, 1.02337, 5., 2384.}, {0.0255072, 375.,
  8., 0., 0., 0., 0.0906667, 1.02337, 5., 2359.}, {0.0284264, 240.,
  15., 0.125, 0., 0., 0.129167, 1.02337, 5., 2344.}, {0.0246575, 183.,
   5., 0., 0., 0., 0.0819672, 1.02337, 5., 2361.}, {0.0155535, 251.,
  4., 0., 0., 0., 0.0876494, 0.0233665, 4., 2351.}, {0.0232186, 276.,
  10., 0., 0., 0., 0.0688406, 1.02337, 5., 2346.}}


   DimensionReduce[data, 8, Method -> {"TSNE", "Perplexity" -> 50},
    TargetDevice -> "GPU",
    PerformanceGoal -> "Speed"]; // AbsoluteTiming

{0.290914, Null}


   DimensionReduce[data, 8, Method -> {"TSNE", "Perplexity" -> 50},
    PerformanceGoal -> "Speed"]; // AbsoluteTiming

{0.307318, Null}