Repository with my notes and labs from Carnegie Mellon's Statistics Undergraduate Research Experience 2023
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SQL Introduction
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Web Scraping: A Primer
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Advanced Classification Topics (Mulinomial Logistiic Regression, Model Evaluation, Shapley Values)
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Advanced Regression Topics (Kernels, Smoothers, and Generalized Additive Models)
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Dimension Reduction
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Random Forests and Gradient-boosting
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Decision Trees
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Heirarchical Clustering
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K-means Clustering
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Gaussian Mixture Models
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Density Estimation
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Linear Regression
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Model Assessment and Selection
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Visualization of Geographic Data
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Visualizing 1D Relationships
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Visualizing 2D Relationships
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The Grammar of Graphics
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Into the Tidyverse