A custom model for authenticating users

We will break this section down into two major sub-sections:

• Building a model for an authentication validity check
• Hosting the custom authentication validation model

Let's begin with the first section.

Building a model for an authentication validity check

In this section, we will build the model that determines whether any user is performing a regular or an anomalous login:

1. We begin by importing the requisite modules, as shown here:

import sys
import os
import json
import pandas
import numpy
from keras.models import Sequential
from keras.layers import LSTM, Dense, Dropout
from keras.layers.embeddings import Embedding
from keras.preprocessing import sequence
from keras.preprocessing...