Custom Charts Guides
A metareport on custom visualization support in W&B
Created on February 1|Last edited on February 1
Comment
High-Level Walkthroughs for Custom Chart Visualization
Start here for an overview of when and why to use which charts.
Guides for Specific W&B Presets
Step-by-step instructions and detailed explanations of the possible settings for our pre-configured custom charts.
Creating Custom Line Plots With Weights & Biases
This article provides usage and examples for wandb.plot.line(), explaining how to log a custom line plot natively in just a few lines.
Creating Custom Scatter Plots With Weights & Biases
This article looks at the usage and examples for wandb.plot.scatter() and demonstrates how to log a custom scatter plot natively in just a few lines.
Custom Bar Charts
Usage and examples for wandb.plot.bar()
Creating Custom Histograms With Weights & Biases
This article provides usage and examples for wandb.plot.histogram() to enable you to log custom histograms natively in just a few lines.
Custom Multi-Line Plots
In this article, we explore usage and examples for wandb.plot.line_series() — which enables you to log a custom line series plot natively in Weights & Biases.
Confusion Matrix: Usage and Examples
In this article, we review the usage and examples for a multi-class confusion matrix using Weights & Biases.
Plot Precision Recall Curves With Weights & Biases
This article provides usage and examples for plotting Precision Recall curves with Weights & Biases using wandb.plot.pr_curve()
Plot ROC Curves With Weights & Biases
This article provides usage and examples for plotting ROC curves with Weights & Biases using wandb.plot.roc_curve().
How to Edit Custom Charts
Add interactivity or extend the options of an existing/preset chart, or build your own from scratch!
Custom Charts: Explore & Save Interactive Settings
How to tune the appearance of a custom chart
How to Extend a Preset: Histogram Bins in Weights & Biases
This article explains how to easily adapt a Weights & Biases Custom Chart preset for individual, specific use cases.
Create Your Own Preset: Composite Histogram
Log to a custom chart from Python with W&B
Creating Custom Charts From Scratch With Weights & Biases
In this article, we explore how to build a multi-class confusion matrix in Weights & Biases using Vega, fine-tuning a CNN to predict one of 10 classes of living things.
Customized Visualizations for Attention
Visualizing NLP Attention Based Models Using Custom Charts
A quick introduction into using a custom chart to visualize attention models in an NLP application - Neural Machine Translation.
Visualizing The Effect of Attention on Gradient Flow Using Custom Charts
In this article, we take a look into gradient propagation in attentive recurrent models with Weights & Biases Custom Charts feature.
Add a comment