State-of-the-Art Deep Learning Models in TensorFlow: Modern Machine Learning in the Google Colab Ecosystem

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2021

D. PaperState-of-the-Art Deep Learning Models in TensorFlowhttps://doi.org/10.1007/978-1-4842-7341-8_4

4. Deep Learning with TensorFlow Datasets

David Paper¹  

(1)

Logan, UT, USA

 

In the previous chapter, we demonstrated how to work with TFDS objects. In this chapter, we work through two end-to-end deep learning experiments with large and complex TFDS objects. The Fashion-MNIST and beans datasets are small with simple images.

The first experiment works with a large dataset containing complex images of cats and dogs. The second one works with a dataset containing complex images of human hands. The human hands dataset is not as large as the one in the first experiment. ...