TensorFlow Tutorial 19 - Custom Dataset for Text with TextLineDataset

Aladdin Persson · Beginner ·📐 ML Fundamentals ·5y ago
In this video I will show you how to create an input pipeline when dealing with text. We focus on TextLineDataset which is a quite general method that you can adapt to many different text data structure. In the tutorial I show you mainly demonstrating how to load the imdb dataset from a text file but I also try and give you some ideas and what to do if you're dealing with text data is differently structured, like split over multiple text files or a translation dataset split over two text files. Download the data (IMDB) used in the video here: https://www.kaggle.com/dataset/ff33c576e11e20d0c3a…
Watch on YouTube ↗ (saves to browser)

Chapters (9)

Introduction and Dataset Overview
1:39 Load using TextLineDataset
4:13 Filtering Dataset
8:12 Creating Vocabulary
13:43 Numericalizing with TokenTextEncoder
18:10 Applying map on datasets
20:35 Simple Model
22:30 Dataset in Several Files
25:50 Sketch Lo

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