## Recently Published

##### Predictive Text Modeling

Used Natural Language Processing technique to predict the next word.

##### Location Optimization for Health Facility Installation

Determine optimal location to install health facilities at Arequipa (Peru), in support of Chagas Disease Campaign.
Technique used: K-Means Clustering.

##### Sales Analysis - Detailed Report

Exploratory Data Analysis - Boxplots, Barplots, Correlation Plot.
Model Building: Decision Tree, Random Forest, Linear Regression
Result - Important attributes contributing to the sales, predicted sales.

##### Sales Analysis: Report-1

Initial stages of Sales data preparation: Hypotheses Generation, Data Cleaning, Ideas for Statistical Modelling.

##### Comparison of Statistical Models

Models: Logistic, Simple Linear and Multiple Linear Regression, K-Nearest Neighbors, Linear and Quadratic Discriminant Analysis [LDA, QDA].

##### Bike Demand Prediction

Forecast the use of a city bike-share system - predict the total count of bikes rented during each hour. Models: Decision Trees, Random Forest.

##### Hypotheses Testing and Statistical Modelling

Comparison of model performance: Regression Vs Classification.
Models: K-Nearest Neighbors, Multiple Linear Regression

##### Bugs Inspection - Route Visualization

Visit this link to access the fully developed shiny app: https://epi1.shinyapps.io/Inspector_Routing/

##### Financial Analysis II

Detailed Financial Analysis pertaining to Audit and Accounting.

##### Market Basket Analysis

Customersâ€™ product affinity is analyzed and the frequent item sets are identified based on the Apriori Algorithm (Association Rules).

##### Survival Rate Analysis and Prediction

Determines the survival rate of the passengers [Titanic]. Link for Shiny app: https://mughundhanc.shinyapps.io/Survival_Titanic/
Classifiers used: Simple Aggregation and Logistic Regression.

##### Financial Analysis

Detailed Financial Analysis pertaining to Audit and Accounting.

##### Predictive Text Modelling

Data Science Capstone Milestone Report

##### Developing Data Products - Coursera Assignment

Expenses Calculator for graduate students at University of Illinois at Chicago - UIC

##### Statistical Inference: Report-2

Exploratory Data Analysis followed by Hypotheses Testing.
This report is published for Statistical Inference Course in Coursera.

##### Statistical Inference: Report-1

Exploratory Data Analysis for Statistical Inference Course in Coursera.

##### Crop Damage

Exploratory Data Analysis to identify the factors which majorly contributes for the Crop Damage