scry-learn 0.1.0

Machine learning toolkit in pure Rust
Documentation 
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{
  "regression_metrics": {
    "linear_regression": {
      "r2": 0.575788,
      "rmse": 0.745581,
      "mae": 0.5332
    },
    "lasso": {
      "r2": 0.581615,
      "rmse": 0.740442,
      "mae": 0.535326
    },
    "elastic_net": {
      "r2": 0.580319,
      "rmse": 0.741588,
      "mae": 0.534077
    },
    "knn_regressor": {
      "r2": 0.67001,
      "rmse": 0.657588,
      "mae": 0.446154
    },
    "gradient_boosting": {
      "r2": 0.790025,
      "rmse": 0.524551,
      "mae": 0.355312
    },
    "ridge": {
      "r2": 0.575816,
      "rmse": 0.745557,
      "mae": 0.533193
    }
  },
  "training_time": {
    "linear_regression": {
      "median_us": 995.54,
      "n_samples": 16512
    },
    "lasso": {
      "median_us": 1142.02,
      "n_samples": 16512
    },
    "elastic_net": {
      "median_us": 1144.41,
      "n_samples": 16512
    },
    "knn_regressor": {
      "median_us": 6958.0,
      "n_samples": 16512
    },
    "gradient_boosting": {
      "median_us": 1566071.67,
      "n_samples": 16512
    },
    "ridge": {
      "median_us": 553.93,
      "n_samples": 16512
    }
  },
  "prediction_latency": {
    "linear_regression": {
      "p50_us": 12.351,
      "p95_us": 13.19,
      "p99_us": 14.83
    },
    "lasso": {
      "p50_us": 14.06,
      "p95_us": 14.971,
      "p99_us": 16.29
    },
    "elastic_net": {
      "p50_us": 13.94,
      "p95_us": 14.79,
      "p99_us": 16.21
    },
    "knn_regressor": {
      "p50_us": 142.642,
      "p95_us": 164.702,
      "p99_us": 179.472
    },
    "gradient_boosting": {
      "p50_us": 46.23,
      "p95_us": 48.28,
      "p99_us": 62.721
    },
    "ridge": {
      "p50_us": 12.511,
      "p95_us": 13.491,
      "p99_us": 14.95
    }
  }
}