Joy M. Nyaga's repositories
CreditAnalytics-Loan-Prediction
A predictive model that uses several machine learning algorithms to predict the eligibility of loan applicants based on several factors
MarketBasketAnalysis-Apriori-Algorithm
A simple Market Basket Analysis that uses the apriori algorithm to find affinities between retail products
CustomerAnalytics-Predicting-Customer-Churn
A predictive model that leverages classification models such as Random Forest and Naive Bayes to predict customer churn
Twitter-Sentiment-Analysis-EPL-Teams
A text mining project that analyzes the sentiments of the people behind the tweets of the top 4 most popular EPL Teams using the NRC Emotion Lexicon
TextMining-PdfResume
A personal project that explores the text mining capabilities of the (tm) package in R
Time-to-Event-Analysis
A survival analysis project that uses the Kaplan-Meier Estimate to predict the probability of survival of cancer patients after an operation
Artificial-Neural-Network-ANN-
An artificial neural network using the Scikit-learn package
Dimensionality-Reduction-LDA
A machine learning project that uses the dimensionality reduction algorithm, Linear Discriminant Analysis