Ecological forecasting using Dynamic Generalized Additive Models with R 📦's {mvgam} and {brms}
Bayesian modelling of DNA methylation heterogeneity at single-cell resolution
Core Functionality for Simulating Quantities of Interest from Generalised Linear Models
Norm Constrained Generalised Linear Model using numpy, numba and scipy.
R scripts and data sets to reproduce the results in the paper "Accounting for shared covariates in semi-parametric Bayesian additive regression trees". The Annals of Applied Statistics (to appear).
The project can be split into different sub-projects (easy-medium difficulty: meta-analysis of COVID vaccines; medium-high difficulty: estimating excess mortality due to COVID). Requires skills in R and will require some learning on Bayesian modelling.
This is a learning project to understand Generalised Linear Models (GLM) such as logistic regression using Python.
R package hosted on CRAN: Generalised linear models calculated by splitting data into smaller chunks (Author: Thomas Lumley)
This repo implements core ML algorithms: Decision Trees, Discriminative Linear Models (DLMs), Generalized Linear Models (GLMs), SVMs, Neural Networks (MLP), plus Unsupervised Learning (clustering, anomaly detection, recommendation systems) and Reinforcement Learning.
Experiments for Binarsity: a penalization for one-hot encoded features
The project can be split into different sub-projects (easy difficulty: replication of the published meta-analysis for evidence of gender bias in hiring decisions; medium for newer modelling). Requires skills in R and will require some learning on Bayesian modelling.
Modeling Mortgage Customer Retention with Binary Logistic Regression
my second year poster for the Graduate School Poster Day 2016
All of my R code from the Advanced Statistical Modelling III module at Durham University
PGR generalised linear modelling course
Data analysis of Air BnB data in Barcelona and London using a subset of data investigated by Gyódi, K., & Nawaro, Ł. Generalised Linear Models have been fitted to examine weekend price differences and how price changes between the two cities.
Data and R code accompanying article 10.3354/meps14261 in Marine Ecology Progress Series.
Some solutions to Wood's Generalised Additive Models book.
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