# Posts tagged as "Python"

## My Deep Learning Workstation Setup

**December 31st, 2018**

Lately, a lot of my friends have been asking about my deep learning workstation setup. In this post
I am going to describe my hardware, OS…

## 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…

## 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…

## Python Tutorial - Week 2

**October 3rd, 2016**

In the Week 1 we got started with Python. Now that we can interact with python, lets dig deeper into it. This week we will go over some…

## 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…

## Python Tutorial - Week 1

**August 30th, 2015**

Python is a widely used general-purpose, high-level programming language. Due to its focus on readability, wide-spread popularity and…

## Moore's Law and Algorithms - Case of Fibonacci Numbers

**July 12th, 2015**

The world of computers is moving fast. While going through some
materials on algorithms, I have come across an interesting discussion…

## Shortest Non-repeating Substring

**January 27th, 2015**

Given an alphanumeric string, find the shortest substring that occurs
exactly once as a (contiguous) substring in it. Overlapping…