Posts tagged as "DataScience"

An Overview of Linear Regression Models

December 24th, 2018
Modeling the relationship between a scalar response (or dependent variable) and one or more explanatory variables (or independent variables…

Interactive Data Visualization in Python Using Bokeh

May 4th, 2018
There are two types of data visualizations: exploratory and explanatory . Explanatory analysis is what happens when you have something…

A Practical guide to Autoencoders using Keras

April 26th, 2018
Usually in a conventional neural network, one tries to predict a target vector from input vectors . In an auto-encoder network, one tries…

An Overview of Descriptive Statistics

June 11th, 2017
One of the first tasks involved in any data science project is to get to understand the data. This can be extremely beneficial for several…

EDA of Lending Club Data - II

May 20th, 2016
In the last post we looked at some initial cleanup of the data. We will start from there by loading the pickled dataframe. df = pd…

EDA of Lending Club Data

March 29th, 2016
We will first look at various aspects of the LendingClub data using techniques of Exploratory Data Analysis (EDA). Please look at my past…

Exploring Multiple Variables in EDA

December 18th, 2015
In this section, we will continue re-using the data from the previous post based on Pseudo Facebook data from udacity . The data from the…

Pseudo Facebook Data - Exploring Two Variables

December 13th, 2015
In this section, we will be re-using the data from the previous post based on Pseudo Facebook data from udacity . The data from the project…

Pseudo Facebook Data - Plots in Python

December 9th, 2015
In this post, we will learn about EDA of single variables using simple plots like histograms , frequency plots and box plots . Data sets…

Reddit Survey: Introduction to Pandas

December 8th, 2015
The data set used here is part of a project from UD651 course on udacity by Facebook . The data from the project corresponds to a…