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Use the niceML Dashboard

niceML provides a nice and simple dashboard that allows you to visualize and explore the results of your machine learning experiments. In this section, we will show you how to use the niceml dashboard command to access and analyze your experiment data.

Launching the Dashboard

To launch the niceML dashboard, simply execute the following command in your terminal or command prompt:

niceml dashboard

This command will start the dashboard using the default configuration file configs/dashboard/local.yaml. When the local dashboard server is up, the dashboard will open in a new tab in your default web browser. Otherwise, you can click on the dashboard link in the terminal.

Exploring Experiment Results

niceML-Dashboard

Once the dashboard is launched, you will be presented with an overview of all completed trainings and their general configuration. Experiments are separated by their type, such as Semantic Segmentation (SemSeg). If you have run different experiment types, you can switch between them using the prefix filter in the left sidebar.

Example selection

In the sidebar, you can also filter experiments based on different criteria, such as the selected model. This allows you to focus on specific subsets of data and compare the results of different experiments.

On the main part of the dashboard, each training is listed with its metrics, configuration, and network data. You can access this information through the different tabs available. These tabs provide insights into specific aspects of the experiment, including metrics, visualizations, and analysis.

Downloading Experiments

In some cases, you may have run experiments on remote instances or different machines. The niceML dashboard offers a convenient option to download the experiment data directly from the dashboard interface. This feature allows you to access and analyze experiment results even if the experiment was performed on a different system. This can also be useful, if you need to share the experiment files with others.

To download an experiment, follow these steps:

  1. Switch to the Download tab.
  2. Select the experiment you want to download from the list of completed trainings.
  3. Choose the file types you want to download. You can select from various options depending on the available experiment files.
  4. Click on the Download button.

The experiment will be downloaded to your device, allowing you to access the experiment data locally.

Recap

The niceML dashboard is a valuable tool for visualizing and analyzing your machine learning experiment results.

You learned to

  • launch the dashboard (niceml dashboard) to
  • access a comprehensive overview of your completed trainings and
  • download experiments from a remote instance to your defice via the Download tab for further evaluation or to share them with others.