ck37 / superlearner-guide
SuperLearner guide: fitting models, ensembling, prediction, hyperparameters, parallelization, timing, feature selection, etc.
☆37Updated 5 years ago
Alternatives and similar repositories for superlearner-guide:
Users that are interested in superlearner-guide are comparing it to the libraries listed below
- subsemble R package for ensemble learning on subsets of data☆43Updated 3 years ago
- Define Stan models using glmer-style (lme4) formulas☆55Updated 10 years ago
- Longitudinal Targeted Maximum Likelihood Estimation package☆23Updated last year
- Materials from tutorial "Using Stan to Estimate Hierarchical Bayes Models," ART Forum 2017☆57Updated 5 years ago
- An R package implementing Rubin's (1981) Bayesian bootstrap.☆49Updated 6 years ago
- Targeted Learning for Survival Analysis☆21Updated last year
- Workshop (6 hours): Clustering (Hdbscan, LCA, Hopach), dimension reduction (UMAP, GLRM), and anomaly detection (isolation forests).☆47Updated 4 years ago
- Variable importance through targeted causal inference, with Alan Hubbard☆57Updated last year
- Targeted Maximum Likelihood Estimation for Network Data☆20Updated 7 years ago
- 🎯🎓 Generalized Targeted Learning Framework☆38Updated 3 months ago
- MachineShop: R package of models and tools for machine learning☆61Updated 5 months ago
- Ceteris Paribus Plots (What-If plots) for explanations of a single observation☆42Updated 4 years ago
- ☆77Updated 4 years ago
- This repository holds presentations that were given at Bay Area useR Group meeitngs☆31Updated 3 years ago
- A collection of RStudio style cheatsheets for the Stan ecosystem☆58Updated 4 years ago
- Tools for doing statistical inference using data plots☆55Updated this week
- 📦 Your One Stop to Targeted Learning in R with the tlverse☆33Updated 3 years ago
- Package for a nice and smoothe usage of the shapley value for mlr☆25Updated 5 years ago
- ☆31Updated 2 years ago
- Now on CRAN, bigKRLS combines bigmemory & RcppArmadillo (C++) for speed into a new Kernel Regularized Least Squares algorithm. Slides:☆28Updated 5 years ago
- R Bindings to the Certifiably Optimal Rule Lists (Corels) Learner☆47Updated 2 months ago
- Examples of working and non-working models, initially for ODCS 2016 in Boston.☆11Updated 8 years ago
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017☆16Updated 4 years ago
- Bayesian inference from binary causal models☆27Updated this week
- Comprehensive Cross-Validation Engine☆27Updated 2 years ago
- Bayesian comparisons of models using resampled statistics☆102Updated 3 months ago
- Stan implementations of models in Doing Bayesian Data Analysis, 2nd Edition☆68Updated 7 years ago
- "Exploratory Data Analysis using Random Forests"☆18Updated 9 years ago
- A Framework for Dimensionality Reduction in R☆73Updated 2 weeks ago
- recommendations for creating R modeling packages☆41Updated 3 years ago