jackcbaker Goto Github PK

2048

A small clone of 1024

bayes-big_data

Computational statistics for big data - companion code to http://lancs.ac.uk/~bakerj1/pdfs/big_data/big_data.pdf

bigdatamcmccomparisons

Code which compares various algorithms for MCMC on large datasets. See e.g. https://arxiv.org/abs/1706.05439v1 or http://lancs.ac.uk/~bakerj1/pdfs/unpublished/bigDataMCMCComparison.pdf for the results.

blog-notebooks

Jupyter notebooks for tutorials on blog https://jackbakerds.com/

control-variates-sgld

Companion code to the publication Baker, Fearnhead, Fox, Nemeth (2018) Control Variates for Stochastic Gradient MCMC. Statistics and Computing. Available from https://link.springer.com/article/10.1007/s11222-018-9826-2.

cpp-algorithms

Learning C++ by implementing various algorithms

ds-kubernetes-templates

Kubernetes templates, tutorials and patterns for deploying data science jobs

jackcbaker.github.io

Personal website

jbaker92.github.io

lda-wiki

Scrape wikipedia for random articles and clean, tokenize and stem document for LDA.

logistic_control_variate

Stochastic gradient Langevin dynamics with control variates for logistic regression

matrix_factorization

Simple matrix factorization algorithm for a recommender system trained using stochastic gradient descent

scir

Companion code to the NeurIPS publication Baker, Fearnhead, Fox, Nemeth (2018) Large-Scale Stochastic Sampling from the Probability Simplex. Available from https://papers.nips.cc/paper/2018/hash/900c563bfd2c48c16701acca83ad858a-Abstract.html

sgmcmc-data

Datasets for vignettes in sgmcmc package

sgmcmc-simulations

Example simulations using the sgmcmc package for R

sudoku-solver

Sudoku solver written in Vue, python and flask

twitter

Playing around with twitter data