Hands-On Python Deep Learning for the Web

Building a model for an authentication validity check

To authenticate the user based on their login activity, we will need an API that checks the requests. We can build this model using the following steps:

1. Let's begin by developing the authentication model that determines whether a user is not acting in a regular manner. We begin by importing the necessary modules in a Jupyter notebook running Python 3.6+, as shown:

import sysimport osimport jsonimport pandasimport numpyfrom keras.models import Sequentialfrom keras.layers import LSTM, Dense, Dropoutfrom keras.layers.embeddings import Embeddingfrom keras.preprocessing import sequencefrom keras.preprocessing.text import Tokenizerfrom collections import OrderedDict

2. We can now import the ...