Code Monkey home page Code Monkey logo

sure-2023's Introduction

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

sure-2023's People

Contributors

scolando avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.