November 12, 2020

1228 words 6 mins read

bradleyboehmke/data-science-learning-resources

bradleyboehmke/data-science-learning-resources

A collection of machine learning resources that I've found helpful (I only post what I've read!)

repo name bradleyboehmke/data-science-learning-resources
repo link https://github.com/bradleyboehmke/data-science-learning-resources
homepage
language
size (curr.) 27505 kB
stars (curr.) 409
created 2018-11-28
license

Data Science Learning Resources

Programming

General

Python

R

Spark

Command Line

Containers

Functional Programming

Version Control

Code Packaging

Style Guide, Readability, Best Practices

Testing

Machine Learning

General

Unsupervised Modeling

A/B Testing

Multivariate Adaptive Regression Splines

K-Nearest Neighbor

Random Forests

Gradient Boosting Machines

Deep Learning

Ensembles / Model Stacking / Super Learners

Natural Language Processing / Text Mining

Tuning

Feature Engineering

Feature Selection

Machine Learning Interpretability

Auto ML

Benchmarking

Resampling Procedures

Productionalization

Leadership & Strategy

comments powered by Disqus