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

Question

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? from where I should start? where I am supposed to put the model code? and اow much time will I need to finish this task? I am a bit confused so I would be grateful for any help, Thank you in advance!

Answer 1

Dashboards are a great way to provide an interactive platform to display your work. There are 2 possible ways to create dashboards.

1. 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. For python, you can try Plotly dash , or R Shiny if you are using R.
2. Dashboard to display results - There are a number of softwares available to create dashboards from data in various formats. You can export your results to an excel of csv file and then generate interactive dashboards using Tableau or Microsoft PowerBI ( sample dashboard )

Answer 2

您可以使用基于烧瓶、烧瓶应用程序构建器、python 的超集