Image Source: Author


Importing required libraries

# Basic Data Science libraries
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
%matplotlib inline

Image Source: Author

Predicting the customers that will leave the bank

Exploring The Dataset

Image source:

Word Clouds

“Word clouds (also known as text clouds or tag clouds) work in a simple way: the more a specific word appears in a source of textual data (such as a speech, blog post, or database), the bigger and bolder it appears in the word cloud.”

import numpy as np  # useful for many scientific computing in Python
import pandas as pd
# primary data structure library
from PIL import Image
# converting images into arrays
import matplotlib.pyplot as plt
# for visualizing the data

Table of Contents

  1. Introduction
  2. Feature Extraction and Dimensionality Reduction
  3. Autoencoder Structure
  4. Performance
  5. Code

1. Introduction

Choropleth Maps

Image by Author

Maps with Markers

df_incidents = pd.read_csv('')print('Dataset downloaded and read into a pandas dataframe!')

Image Source: Medium


Table of contents

Samyak Kala

A Machine Learning enthusiast, a python developer, focusing on Deep Learning and NLP

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store