Loy GitHub Issue
This issue is belong to which area? Predict class with Deep learning algorithm
**Category example**<br><br>
• area-System.Net<br>
• area-System.Diagnostics<br>
• area-System.Memory<br>
• area-System.Data<br>
<br><br>
**Working Steps**<br>
<br>
• Prepare your data<br>
• Transform the data<br>
• Train the model<br>
• Evaluate the model<br>
• Predict with the trained model<br>
<br>
**Dataset**<br>
<br>
Github issues test tab separated file (issues_test.tsv)<br>
<br>
• ID - issue's ID<br>
• Area - issue's label (named this way to avoid confusion with the Label concept in ML.NET)<br>
• Title - issue's title<br>
• Description - issue's description<br>
<br>
![Dataset example][1]
<br><br>
Metrics for multiclass classification Evaluation<br><br>
• Micro Accuracy - Every sample-class pair cntributes equally to the accuracy metric. You want Micro Accuracy to be as close to 1 as possible.<br><br>
• Macro Accuracy: Every class contributes equally to the accuracy metric. Minority classes are given equal weight as the larger classes. You want Macro Accuracy to be as close to 1 as possible.<br><br>
• Log-loss: You want Log-loss to be as close to zero as possible.<br><br>
• Log-loss reduction - Ranges from [-inf, 100], where 100 is perfect predictions and 0 indicates mean predictions. You want Log-loss reduction to be as close to zero as possible.<br><br>
<br>
![enter image description here][2]
<br>
![enter image description here][3]
[1]: https://raw.githubusercontent.com/laploy/ML.NET/master/GitHub-Issue/github-issue-azureML-dataset.JPG
[2]: https://raw.githubusercontent.com/laploy/ML.NET/master/GitHub-Issue/github-issue-azureML-model.JPG
[3]: https://raw.githubusercontent.com/laploy/ML.NET/master/GitHub-Issue/github-issue-azureML-evall.JPG