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manufac-analytics / perry

Process Design Utilities
https://manufac-analytics.github.io/perry/
MIT License
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Hyper parameter optimization over RFRegression model #84

Open maneetgoyal opened 2 years ago

maneetgoyal commented 2 years ago 
Iteration 0 of 288
{
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  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  2.05145 minutes
-----
Iteration 1 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  2.14015 minutes
-----
Iteration 2 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  2.1085666666666665 minutes
-----
Iteration 3 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  2.16465 minutes
-----
Iteration 4 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  2.1425666666666667 minutes
-----
Iteration 5 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  2.0795666666666666 minutes
-----
Iteration 6 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  2.0224166666666665 minutes
-----
Iteration 7 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  2.0233166666666667 minutes
-----
Iteration 8 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5916079783099616
Success Percentage:65
Training Time:  1.8355833333333333 minutes
-----
Iteration 9 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5916079783099616
Success Percentage:65
Training Time:  1.8745 minutes
-----
Iteration 10 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  1.7922833333333332 minutes
-----
Iteration 11 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  1.83315 minutes
-----
Iteration 12 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5916079783099616
Success Percentage:65
Training Time:  1.9814666666666667 minutes
-----
Iteration 13 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5916079783099616
Success Percentage:65
Training Time:  1.8752166666666668 minutes
-----
Iteration 14 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  1.8235 minutes
-----
Iteration 15 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  1.8633 minutes
-----
Iteration 16 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5244044240850758
Success Percentage:72.5
Training Time:  2.476366666666667 minutes
-----
Iteration 17 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5244044240850758
Success Percentage:72.5
Training Time:  2.33985 minutes
-----
Iteration 18 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  2.4461166666666667 minutes
-----
Iteration 19 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  2.5439666666666665 minutes
-----
Iteration 20 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5244044240850758
Success Percentage:72.5
Training Time:  2.5412666666666666 minutes
-----
Iteration 21 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5244044240850758
Success Percentage:72.5
Training Time:  2.508033333333333 minutes
-----
Iteration 22 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  2.3653 minutes
-----
Iteration 23 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  2.400316666666667 minutes
-----
Iteration 24 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5809475019311126
Success Percentage:66.25
Training Time:  2.046683333333333 minutes
-----
Iteration 25 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5809475019311126
Success Percentage:66.25
Training Time:  3.89035 minutes
-----
Iteration 26 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.570087712549569
Success Percentage:67.5
Training Time:  2.155866666666667 minutes
-----
Iteration 27 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.570087712549569
Success Percentage:67.5
Training Time:  2.21465 minutes
-----
Iteration 28 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5809475019311126
Success Percentage:66.25
Training Time:  2.0337666666666667 minutes
-----
Iteration 29 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5809475019311126
Success Percentage:66.25
Training Time:  2.03835 minutes
-----
Iteration 30 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.570087712549569
Success Percentage:67.5
Training Time:  34.01635 minutes
-----
Iteration 31 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 600,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.570087712549569
Success Percentage:67.5
Training Time:  2.17525 minutes
-----
Iteration 32 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5244044240850758
Success Percentage:72.5
Training Time:  2.6921 minutes
-----
Iteration 33 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5244044240850758
Success Percentage:72.5
Training Time:  9.6167 minutes
-----
Iteration 34 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  3.8814 minutes
-----
Iteration 35 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  3.28415 minutes
-----
Iteration 36 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5244044240850758
Success Percentage:72.5
Training Time:  3.33045 minutes
-----
Iteration 37 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5244044240850758
Success Percentage:72.5
Training Time:  3.2434 minutes
-----
Iteration 38 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  2.85045 minutes
-----
Iteration 39 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5477225575051661
Success Percentage:70
Training Time:  2.806583333333333 minutes
-----
Iteration 40 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5809475019311126
Success Percentage:66.25
Training Time:  2.5664833333333332 minutes
-----
Iteration 41 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5809475019311126
Success Percentage:66.25
Training Time:  2.5469833333333334 minutes
-----
Iteration 42 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  2.5777 minutes
-----
Iteration 43 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  2.5932833333333334 minutes
-----
Iteration 44 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5809475019311126
Success Percentage:66.25
Training Time:  2.555283333333333 minutes
-----
Iteration 45 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5809475019311126
Success Percentage:66.25
Training Time:  2.575066666666667 minutes
-----
Iteration 46 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  2.6141833333333335 minutes
-----
Iteration 47 of 288
{
  "maxFeatures": 9,
  "replacement": true,
  "nEstimators": 700,
  "seed": 42,
  "useSampleBagging": false,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5590169943749475
Success Percentage:68.75
Training Time:  2.373666666666667 minutes
-----
Iteration 48 of 288
{
  "maxFeatures": 9,
  "replacement": false,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5916079783099616
Success Percentage:65
Training Time:  1.8362166666666666 minutes
-----
Iteration 49 of 288
{
  "maxFeatures": 9,
  "replacement": false,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5916079783099616
Success Percentage:65
Training Time:  1.8316666666666668 minutes
-----
Iteration 50 of 288
{
  "maxFeatures": 9,
  "replacement": false,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.570087712549569
Success Percentage:67.5
Training Time:  14.261933333333333 minutes
-----
Iteration 51 of 288
{
  "maxFeatures": 9,
  "replacement": false,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": true,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.570087712549569
Success Percentage:67.5
Training Time:  2.08195 minutes
-----
Iteration 52 of 288
{
  "maxFeatures": 9,
  "replacement": false,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.5916079783099616
Success Percentage:65
Training Time:  2.009933333333333 minutes
-----
Iteration 53 of 288
{
  "maxFeatures": 9,
  "replacement": false,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "mean",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.5916079783099616
Success Percentage:65
Training Time:  1.9085833333333333 minutes
-----
Iteration 54 of 288
{
  "maxFeatures": 9,
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  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 100
  }
}
Root Mean Square Error:0.570087712549569
Success Percentage:67.5
Training Time:  1.9397666666666666 minutes
-----
Iteration 55 of 288
{
  "maxFeatures": 9,
  "replacement": false,
  "nEstimators": 500,
  "seed": 42,
  "useSampleBagging": true,
  "noOOB": false,
  "isClassifier": false,
  "selectionMethod": "median",
  "treeOptions": {
    "maxDepth": 200
  }
}
Root Mean Square Error:0.570087712549569
Success Percentage:67.5
Training Time:  1.98195 minutes
maneetgoyal commented 2 years ago

@qur786 Try to train the data using sci-kit in Python and report the training time and accuracy.