Posts tagged as "MachineLearning"

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…

Understanding Boosted Trees Models

August 31st, 2017
In the previous post , we learned about tree based learning methods - basics of tree based models and the use of bagging to reduce…

A Practical Guide to Tree Based Learning Algorithms

July 22nd, 2017
Tree based learning algorithms are quite common in data science competitions . These algorithms empower predictive models with high…

Understanding Support Vector Machine via Examples

July 8th, 2017
In the previous post on Support Vector Machines (SVM) , we looked at the mathematical details of the algorithm. In this post, I will be…

Support Vector Machines

November 11th, 2016
In this post we will explore a class of machine learning methods called Support Vector Machines also known commonly as SVM . Introduction…

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…