This repository contains the source code for a couple of my blog posts about data visualization in machine learning:
-
Why Visualizing Data is So Important
This article dives into the importance of data visualization in understanding model performance and insights. You’ll find the corresponding source code here, which reinforces the concepts discussed in the blog. -
Data Visualization with Weights & Biases: A Powerful Tool for Tracking and Organizing ML Experiments
In this post, I explain how to leverage Weights & Biases for tracking machine learning experiments. The code in this repository, tensorboard_mnist.py, shows you how powerful data visualization is. -
Adding TensorBoard to Your Keras Workflow
In this post, I explain how add TensorBoard to a Keras model. File in this repo train_mnist_tensorboard.py.
- Clone the repository:
git clone https://github.com/gsantopaolo/dataviz.git
cd dataviz
- Using Weights and Biases : To use the weights and biases sample you would need to be registered top W&B and ou need your API Key. Follow the instructions here for where to find it. Once you have it add to your .env file. In the repo you will find a .env.example to help you.