2025/2026 Statistical & Machine Learning Homework 1: SVM Classification in R (kernlab) – Pass Exams First Try (Referencing James, Witten, Hastie, Tibshirani's 'Intro to Statistical Learning, 2nd Ed.')

Unlock success in your 2025/2026 Statistical Learning and Machine Learning courses with this comprehensive Homework 1 assignment. Dive deep into practical applications of classification models, focusing on Support Vector Machines (SVMs) implemented with the R `kernlab` package. This problem set challenges students to identify key predictors for real-world scenarios, such as predicting student financial risk, and to build and evaluate robust classification models. Aligned with advanced statistica...