Text Generation in Deep Learning with Tensorflow & Keras: Fundamentals

Text Generation in Deep Learning with Tensorflow & Keras: Fundamentals

This tutorial is the first part of the “Text Generation in Deep Learning” series. We will cover all the topics related to Text Generation with sample implementations in Python Tensorflow Keras. You can access the codes, videos, and posts from the below links. In this part, we will learn the Fundamentals of Text Generation in Deep Learning.

You can access to all parts of the Deep Learning with Tensorflow & Keras Series at my blog muratlkarakaya.net. You can watch all these parts on the Murat Karakaya Akademi YouTube channel in ENGLISH or TURKISH. You can access the complete Python Keras codes in the video description of each part.

If you would like to learn more about Deep Learning with practical coding examples, please subscribe to my YouTube Channel or follow my blog on muratkarakaya.net. Please, turn on notifications to notify you when new parts are uploaded.

Photo by Peter Herrmann on Unsplash

 

Sampling in Text Generation

This tutorial is the fourth part of the “Text Generation in Deep Learning with Tensorflow & Keras” tutorial series. In this series, we have been covering all the topics related to Text Generation with sample implementations in Python.

In this tutorial, we will focus on how to sample (select) the next token in Text Generation. First, we will introduce the text generation process. Then, we will briefly present the most common methods of sampling. Afterward, we will implement three sampling methods: Greedy Sampling, Temperature Sampling, and Top-k sampling. We will discuss the advantages and disadvantages of these methods as well. Thus, in the end, we will understand the sampling in Text Generation and prepare the implementation of three popular sampling methods to use in upcoming parts for word-level text generation.

You can access to all parts of the Deep Learning with Tensorflow & Keras Series at my blog muratlkarakaya.net. You can watch all these parts on the Murat Karakaya Akademi YouTube channel in ENGLISH or TURKISH. You can access the complete Python Keras codes in the video description of each part.

If you would like to learn more about Deep Learning with practical coding examples, please subscribe to Murat Karakaya Akademi YouTube Channel or follow  my blog on muratkarakaya.net. Do not forget to turn on notifications so that you will be notified when new parts are uploaded.

If you are ready, let’s get started!

Photo by Brett Jordan on Unsplash