Mattias Villani's repositories
BayesLearnCourse
Bayesian Learning course at Stockholm University
AdvBayesLearnCourse
Course material for the PhD course in Advanced Bayesian Learning
BayesianLearningBook
Home for the book-in-progress 'Bayesian Learning'
WinterConfHemavan2019
Material for my 'Bayesian Machine Learning' lectures at the Winter Conference in Statistics, Hemavan, Sweden, March 11-14, 2019.
BayesRegKTH
Material for a guest lecture in Bayesian regression given yearly at KTH
CEDAS_NORBIS2023
Slides and codes for my lecture at the CEDAS-NORBIS 2023 Summer School in Bergen, Norway.
TeachingMaterial
Some misc teaching material from older courses that I no longer teach
GeneralizedBeta1Distribution.jl
Julia implementation of the Generalized Beta1 distribution - a four-parameter extension of the standard Beta distribution
LogisticBetaDistribution.jl
Julia implementation of the logistic-beta distribution
AdvancedPS.jl
Implementation of advanced Sequential Monte Carlo and particle MCMC algorithms
BayesLearnSU
Datasets for the course Bayesian Learning at SU and LIU.
binder
Repo for creating binders to JuPyteR notebooks
CUDNN.jl
Julia wrapper for the NVIDIA cuDNN GPU deep learning library
Flux.jl
Relax! Flux is the ML library that doesn't make you tensor
ForwardDiff.jl
Forward Mode Automatic Differentiation for Julia
julia-distributed-computing
The ultimate guide to distributed computing in Julia
ROS-Examples
Regression and other stories R examples
sbryngelson.github.io
Bryngelson research group website
SDA1
Repo för kursen Statistik och dataanalys I när jag gav kursen dvs t o m HT2023
SpecialFunctions.jl
Special mathematical functions in Julia
StateSpaceModels
Mini-course (lecture set) on State Space Models.