This repository contains datasets and R Markdown code completed as part of my coursework in Statistics and Machine Learning.
- knn.Rmd – R Markdown file containing K-Nearest Neighbors (KNN), exploratory data analysis, and regression exercises completed in R.
- vgsales.csv – Video game sales dataset used for data exploration, visualization, and statistical analysis.
- BP.csv – Blood pressure dataset used for multiple linear regression modeling and prediction.
- README.md – Project documentation.
- Data preprocessing and cleaning
- Exploratory Data Analysis (EDA)
- K-Nearest Neighbors (KNN)
- Multiple Linear Regression
- Data visualization using R
- Statistical analysis and model interpretation
- Working with CSV datasets in R
- R
- R Markdown
- Base R
- Statistical Modeling
- Data Visualization
This project demonstrates foundational statistical learning techniques, including distance calculations, exploratory data analysis, regression modeling, prediction, and interpretation of statistical results using real-world datasets. knn.Rmd.txt