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alsi

Asymmetric Latent Semantic Indexing

bayesopt.github.io

BayesOpt

cards-jekyll-template

A simple Jekyll Template Card Based.

differential-privacy-bayesian-optimization

This repo contains the underlying code for all the experiments from the paper: "Automatic Discovery of Privacy-Utility Pareto Fronts"

dowhy

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

dpp

Python package to sample from determinantal point processes

emukit

A Python-based toolbox of various methods in uncertainty quantification and statistical emulation: multi-fidelity, experimental design, Bayesian optimisation, Bayesian quadrature, etc.

gpss15

Gaussian Process Summer School, Sheffield, 2015

hi-ml

Microsoft Health Intelligence Azure Machine Learning Toolbox

incubator-mxnet

Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more

javiergonzalezh.github.io

mxfusion

Modular Probabilistic Programming on MXNet

odest

ODE estimation via RKHS regularization in R

pybo

Python package for modular Bayesian optimization

python-causality-handbook

Causal Inference for the Brave and True. A light-hearted yet rigorous approach to learning about impact estimation and sensitivity analysis.

robustpls

Matlab package for robust high dimensional regression

spearmint

Spearmint Bayesian optimization codebase

talks

Talks from Neil Lawrence

v108

Proceedings of AISTATS 2020