How to Visualize Text Embeddings with TensorBoard

Easily create compelling charts from your text data and examine the quality of your embeddings

Table of contents

1. Introduction
2. Data Modeling
   2.1 Import the dataset
   2.2 Split in train and validation set
   2.3 Tokenizer
   2.4 Padding
   2.5 Create and fit the model
3. Export and visualize the embeddings
   3.1 Configure TensorBoard
   3.2 Play with the embeddings
4. References

1. Introduction

A word embedding is any method which converts words into numbers, and it is the primary task of any …

data science machine learning nlp tensorboard tensorflow text