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810f21

Course materials for STATS 810 Fall 2021, Literature proseminar with emphasis on responsible conduct of research and scholarship

all-of-statistics

Self-study on Larry Wasserman's "All of Statistics"

aml

Applied Machine Learning with Python

awesome-network-analysis

A curated list of awesome network analysis resources.

bioinf-593

Repository for course project for Machine Learning in Computational Biology

cgrudz.github.io

cpsc-340

Machine Learning and Data Mining. Models of algorithms for dimensionality reduction, nonlinear regression, classification, clustering and unsupervised learning; applications to computer graphics, computer games, bio-informatics, information retrieval, e-commerce, databases, computer vision and artificial intelligence.

dc_mooc

deep-learning-scripts

Collection of scripts and tools related to machine learning

distgd

This is a package to implement Distributed Gradient Descent (DistGD)

esls

g3e

Package for Generalized Expectile Estimating Equations

handson-ml3

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

ml-implementation

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

ml-optimization-algos

Data Portfolio Blog

mlinpractice

Repository for ML in Practice Course at CMU (10-718)

pytorch-vae

A Collection of Variational Autoencoders (VAE) in PyTorch.

qicpack

qicpack R package

rethinking

Statistical Rethinking course and book package

rethinking_manual

Extended documentation and model examples for rethinking R package

shrinkage-bayesian-models-with-gs

Three-Block Gibbs Sampler for Bayesian Shrinkage Models in High Dimension

stanford-stats-materials

My notes from class

starter-hugo-academic

🎓 Hugo Academic Theme 创建一个学术网站. Easily create a beautiful academic résumé or educational website using Hugo, GitHub, and Netlify.

statcomp_unc

Statistical Computing - source Rmarkdown files

stats-methods-ii-iii

stats506_f18

A repository for sharing with Stats506 in Fall 2018

stats506_f19

A repository for sharing code with Stats 506 in Fall 2019.

stats506_f20

A repo for sharing code with students enrolled in the F20 semester of Stats 506.

stats507

Repo for STATS 507 Fall 2021

stats507_f21

Student materials for Stats/Datasci 507, Fall 2021.