### ECMWF Accelerates Machine Learning Research in Weather Forecasting With W&B

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### Data Science Experiments Management with Weights & Biases

[LEARN MORE](/content/broutonlab/first_steps/reports/Data-Science-Experiments-Management-with-Weights-Biases---Vmlldzo2NjE3MDI/index.html)

### Custom Multi-Line Plots

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### How To Customize Trees and Dendrograms in Weights & Biases

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### How to Extend a Preset: Histogram Bins in Weights & Biases

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### W&B **Confusion Matrix: Usage and Examples** 
In this article, we review the usage and examples for a multi-class confusion matrix using Weights & Biases.
[Nov 11, 2020](/content/wandb/plots/reports/Confusion-Matrix-Usage-and-Examples--VmlldzozMDg1NTM/index.html)

### 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.
[Nov 11, 2020](/content/wandb/plots/reports/Creating-Custom-Charts-From-Scratch-With-Weights-Biases--VmlldzoyOTU2OTE/index.html)

### W&B **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.
[Nov 10, 2020](/content/wandb/plots/reports/Creating-Custom-Line-Plots-With-Weights-Biases--VmlldzoyNjk5NTA/index.html)

### W&B **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.
[Nov 10, 2020](/content/wandb/plots/reports/Creating-Custom-Scatter-Plots-With-Weights-Biases--VmlldzoyNjk5NDQ/index.html)

### W&B **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.
[Nov 10, 2020](/content/wandb/plots/reports/Creating-Custom-Histograms-With-Weights-Biases--VmlldzoyNzE0NzM/index.html)

### W&B **The W&B Machine Learning Visualization IDE** 
This article explains what you can do with our new Visualization Integrated Development Environment (IDE), and gives interactive examples so you can learn by doing.
[Oct 12, 2020](/content/wandb/posts/reports/The-W-B-Machine-Learning-Visualization-IDE--VmlldzoyNjk3Nzg/index.html)

### W&B **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()
[Oct 10, 2020](/content/wandb/plots/reports/Plot-Precision-Recall-Curves-With-Weights-Biases--VmlldzoyNjk1ODY/index.html)

### W&B **Visualize & Debug Machine Learning Models** 
This guide helps you get started with Weights & Biases in 5 minutes, giving the steps you need to take, the benefits, and some examples.
[Nov 10, 2019](/content/wandb/getting-started/reports/Visualize-Debug-Machine-Learning-Models--VmlldzoyNzY5MDk/index.html)
