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Mughundhan

Mughundhan

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
Customers’ 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