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有没有什么快速而好的方法来为机器学习模型创建仪表板？

[英]Is there any fast and good way to create a dashboard for machine learning model?

原文 2019-12-21 14:58:07 3 2 machine-learning/ data-science

I am new to machine learning field, and I am trying to understand this code https://github.com/aninda052/Disasters-on-social-media-NLP/blob/master/Disasters%20on%20social%20media.ipynb , I think I am doing good at this, but my next step is trying to create a dashboard for this project to include all these results on it, my question is how to do this if it is possible?我是机器学习领域的新手，我正在尝试理解此代码https://github.com/aninda052/Disasters-on-social-media-NLP/blob/master/Disasters%20on%20social%20media.ipynb ，我认为我在这方面做得很好，但我的下一步是尝试为该项目创建一个仪表板，将所有这些结果都包含在其中，我的问题是如果可能的话如何做到这一点？ from where I should start?我应该从哪里开始？ where I am supposed to put the model code?我应该把型号代码放在哪里？ and اow much time will I need to finish this task?以及我需要多少时间来完成这项任务？ I am a bit confused so I would be grateful for any help, Thank you in advance!我有点困惑，所以我将不胜感激任何帮助，在此先感谢您！

2 个解决方案

Dashboards are a great way to provide an interactive platform to display your work.仪表板是提供交互式平台来展示您的作品的好方法。 There are 2 possible ways to create dashboards.有两种可能的方法来创建仪表板。

Dashboard to build and train models - Where you can change the parameters, plot training accuracy and loss etc. These are complicated and require a bit of software development.用于构建和训练模型的仪表板- 您可以在其中更改参数、绘制训练精度和损失等。这些很复杂，需要一些软件开发。 For python, you can try Plotly dash , or R Shiny if you are using R.对于 python，你可以尝试Plotly dash ，如果你使用 R，你可以尝试R Shiny 。
Dashboard to display results - There are a number of softwares available to create dashboards from data in various formats.显示结果的仪表板- 有许多软件可用于根据各种格式的数据创建仪表板。 You can export your results to an excel of csv file and then generate interactive dashboards using Tableau or Microsoft PowerBI ( sample dashboard )您可以将结果导出到csv文件的excel ，然后使用Tableau或 Microsoft PowerBI（示例仪表板）生成交互式仪表板