An LSTM-based model for authenticating users

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

1. Building the security check model
2. Hosting the model as an API

Let's begin with the first section.

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 sys
import os
import json
import pandas
import numpy
from keras.models import Sequential
from...