/SURE-2023

Repository with my notes and labs from Carnegie Mellon's Statistics Undergraduate Research Experience 2023

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SURE-2023

Repository with my notes and labs from Carnegie Mellon's Statistics Undergraduate Research Experience 2023

TOPICS COVERED

  • SQL Introduction

  • Web Scraping: A Primer

  • Advanced Classification Topics (Mulinomial Logistiic Regression, Model Evaluation, Shapley Values)

  • Advanced Regression Topics (Kernels, Smoothers, and Generalized Additive Models)

  • Dimension Reduction

  • Random Forests and Gradient-boosting

  • Decision Trees

  • Heirarchical Clustering

  • K-means Clustering

  • Gaussian Mixture Models

  • Density Estimation

  • Linear Regression

  • Model Assessment and Selection

  • Visualization of Geographic Data

  • Visualizing 1D Relationships

  • Visualizing 2D Relationships

  • The Grammar of Graphics

  • Into the Tidyverse