Posts

Initial Designs for Bayesian Optimisation

Overview of initial design strategies for Bayesian optimisation. Implementations in R.

Last updated on 2023-06-16 16 min read

Initial Designs for Bayesian Optimisation

Test Functions for Bayesian Optimisation

Overview of some functions for testing and benchmarking Bayesian optimisation. Implementations in R.

Last updated on 2023-07-22 19 min read

Test Functions for Bayesian Optimisation

Alternative Surrogate Models for Bayesian Optimisation

Surrogate model alternatives to Gaussian processes for Bayesian optimisation. Implementations in R.

Last updated on 2023-06-15 36 min read

Alternative Surrogate Models for Bayesian Optimisation

Acquisition Functions for Bayesian Optimisation

A comprehensive overview of acquisition functions for Gaussian processes and Bayesian optimisation. Implementation in R.

Last updated on 2023-05-01 24 min read

Acquisition Functions for Bayesian Optimisation

Kernels for Gaussian Processes

A comprehensive overview of kernels, or covariance functions, for Gaussian processes and Bayesian optimisation. Implementation in R.

Last updated on 2023-04-16 32 min read

Kernels for Gaussian Processes

Bespoke Bayesian Model for Batch Effects in High Throughput Biochemical Assays

Developing a bespoke Bayesian model for dose-response screening assays with batch effects

Last updated on 2023-03-19 14 min read

Bespoke Bayesian Model for Batch Effects in High Throughput Biochemical Assays

Bayesian Optimisation from Scratch in R

All the basic components of Bayesian optimisation introduced and implemented in R

Last updated on 2023-03-12 30 min read

Bayesian Optimisation from Scratch in R

Bespoke Bayesian Model for Biochemical Assays

Developing a bespoke Bayesian model for fitting the Hill equation in biochemical assays

Last updated on 2021-12-19 35 min read

Bespoke Bayesian Model for Biochemical Assays

Olympic Athletes over Time - A Tidy Bayesian Data Exploration

Exploring a dataset of Olympic athletes over time using Bayesian data analysis and the Tidyverse

Last updated on 2021-09-12 9 min read

Olympic Athletes over Time - A Tidy Bayesian Data Exploration

Create a website with Wowchemy and Hugo

How I built this website using R Blogdown and the Wowchemy theme for Hugo.

Last updated on 2021-05-17 5 min read