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Name: Domenic Di Francesco

Type: User

Company: The Alan Turing Institute, Cambridge University

Bio: Research fellow (PhD, CEng): uncertainty quantification, decision support, digital twins, data-centric engineering, AI assurance.

Twitter: Domenic_DF

Blog: https://www.allyourbayes.com/

DomDF

A personal R package containing functions for Bayesian data analysis and plotting. These include:

gen_cov_exp_quad( ) A function for generating an n-dimensional exponenitated quadratic covariance matrix (in various formats)
tidy_mcmc_draws( ) A function for extracting draws from a CmdStanR object (fitted Stan model) in long, tidy format
VoPI( ) A function for a value of perfect information analysis, for a generic decision making under uncertainty problem
...as well as some webscraping and plotting functions.

This can be installed using the following code:

require(devtools)
devtools::install_github(repo = 'DomDF/DomDF')

Domenic Di Francesco's Projects

allyourbayes

aoc2021

Solutions to 2021 advent of code challenges

aoc2022

Solutions to advent of code (2022) challenges

autodiff_experiments

Creating a neural network in Base Julia to investigate AD methods

bayes-lund2023

Presentation on value of information analysis at the Bayes@Lund 2023 conference.

blbc-probtheory

Bayes@Lund Book Club: Probability Theory by E.T.Jaynes

csml-cam.github.io

CSML @ Cambridge

dce-for-risk-management

An accompanying quarto notebook, providing the background calculations to the draft article, "Risk management in the era of data-centric engineering"

dce_guidance

dce_training

proposal for a data-centric engineering training course

decision-making-under-uncertainty

Decision making under uncertainty using the POMDPs.jl ecosystem taught by Robert Moss

domdf

Personal R package

helpful_stan_functions

imac_xlii

Repository for analysis, paper, and presentation for the SEM IMAC XL II 2024 Conference

julia-deeplearning

A course repository to follow along fast.ai using Julia!

shiny_apps

Web applications for interactive data visualisation

sm_pres

RMarkdown presentation of independent sampling

system_effects_in_voi

Accompanying Julia code for research paper, "System Effects in Identifying Risk-Optimal Data Requirements for Digital Twins of Structures"

tidytuesdays

tmdata

An R package that returns squad and player data from popular football (soccer) site transfermarkt.com.

who_am_i

A Shiny web app for a football trivia game

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