Tensorflow

Run in Google Colab View source on GitHub Download notebook In this post, we will discuss about IndexedSlices class of Tensorflow. We will try to answer the following questions in this blog:

View source on GitHub Download code (.zip) This code has been merged with D2L book. See PR: 1756, 1768 This post contains Tensorflow 2 code for Attention Mechanisms chapter of Dive into Deep Learning (D2L) book.

Run in Google Colab View source on GitHub Download notebook In this post, we will read multiple csv files using Tensroflow Sequence. In an earlier post we had demonstrated the procedure for reading multiple csv files using a custom generator.

Note: Whether this method is efficient or not is contestable. Efficiency of a data input pipeline depends on many factors. How efficiently data are loaded? What is the computer architecture on which computations are being done?

Run in Google Colab View source on GitHub Download notebook In this post, we will explore ways of doing linear algebra only using tensorflow. We will only import tensorflow and nothing else.

Run in Google Colab View source on GitHub Download notebook In this post, we will read multiple .csv files into Tensorflow using generators. But the method we will discuss is general enough to work for other file formats as well.

Run in Google Colab View source on GitHub Download notebook In this post, we will discuss about generators in python. In this age of big data it is not unlikely to encounter a large dataset that can’t be loaded into RAM.