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<!DOCTYPE html> <html> <head> <meta charset="utf-8"> <meta http-equiv="X-UA-Compatible" content="IE=edge"> <meta name="viewport" content="width=device-width, initial-scale=1"> <!-- Begin Jekyll SEO tag v2.5.0 --> <title>Emukit | Emukit is a highly adaptable Python toolkit for enriching decision making under uncertainty.</title> <meta name="generator" content="Jekyll v3.8.5" /> <meta property="og:title" content="Emukit" /> <meta property="og:locale" content="en_US" /> <meta name="description" content="Emukit is a highly adaptable Python toolkit for enriching decision making under uncertainty." /> <meta property="og:description" content="Emukit is a highly adaptable Python toolkit for enriching decision making under uncertainty." /> <link rel="canonical" href="http://localhost:4000/emukit/" /> <meta property="og:url" content="http://localhost:4000/emukit/" /> <meta property="og:site_name" content="Emukit" /> <meta name="twitter:card" content="summary" /> <meta name="twitter:site" content="@" /> <script type="application/ld+json"> {"url":"http://localhost:4000/emukit/","headline":"Emukit","name":"Emukit","description":"Emukit is a highly adaptable Python toolkit for enriching decision making under uncertainty.","@type":"WebSite","@context":"http://schema.org"}</script> <!-- End Jekyll SEO tag --> <!-- <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css"> --> <link rel="stylesheet" href="/emukit/css/main.css"> <link rel="alternate" type="application/rss+xml" title="Emukit" href="http://localhost:4000/emukit/feed.xml"> <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css"> </head> <body> <header class="site-header"> <nav class="navbar navbar-default"> <div class="container-fluid"> <!-- Brand and toggle get grouped for better mobile display --> <div class="navbar-header"> <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#bs-example-navbar-collapse-1" aria-expanded="false"> <span class="sr-only">Toggle navigation</span> <span class="icon-bar"></span> <span class="icon-bar"></span> <span class="icon-bar"></span> </button> <a class="navbar-brand" href="/emukit/">Emukit</a> </div> <!-- Collect the nav links, forms, and other content for toggling --> <div class="collapse navbar-collapse " id="bs-example-navbar-collapse-1"> <ul class="nav navbar-nav navbar-right"> <li><a href="/emukit/about/">About</a></li> <li><a href="http://nbviewer.jupyter.org/github/amzn/emukit/blob/develop/notebooks/index.ipynb">Tutorials</a></li> <li><a href="https://github.com/amzn/emukit/tree/develop/emukit/examples">Examples</a></li> <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">Resources<span class="caret"></span></a> <ul class="dropdown-menu"> <li><a href="/emukit/installation/">Installation</a></li> <li role="separator" class="divider"></li> <li><a href="https://emukit.readthedocs.io/en/latest/">Documentation</a></li> <li><a href="https://emukit.readthedocs.io/en/latest/api/emukit.html">API reference</a></li> <li role="separator" class="divider"></li> <li><a href="/emukit/citation/">Citation</a></li> <li><a href="/emukit/news/">News</a></li> </ul> <li><a href="https://github.com/amzn/emukit">Github</a></li> </li> </ul> </div><!-- /.navbar-collapse --> </div><!-- /.container-fluid --> </nav> </header> <div class="container"> <div class="wrapper"> <div class="home"> <center><b>Python toolkit for emulation and decision making under uncertainty</b></center> <center><b>Accessible and built with reusable components</b> </center> <center><b>Independent of the modelling framework. Use it with MXNet, TensorFlow, GPy, etc.</b></center> <center><b>Open Source under the Apache-2.0 license</b></center> </div> <div class="home"> <div class="row pack"> <div class="col-md-4 card"> <a href="/emukit/emukit-playground/" class="index-anchor"> <div class="panel panel-default"> <img width="100%" src="/emukit/images/city.png" alt="Emukit-playground"> <div class="panel-body"> <h3 class="panel-title pull-left">Emukit-playground</h3> </div> <div class="panel-body"><small> The Emukit-playground is a demo to illustrate different concepts in emulation an uncertainty quantification.</small> </div> </div> </a> </div> <div class="col-md-4 card"> <a href="/emukit/bayesian-optimization/" class="index-anchor"> <div class="panel panel-default"> <img width="100%" src="/emukit/images/bayesian_optimization.jpeg" alt="Bayesian Optimization"> <div class="panel-body"> <h3 class="panel-title pull-left">Bayesian Optimization</h3> </div> <div class="panel-body"><small> Bayesian optimization is a sequential decision making approach to find the optimum of objective functions that areexpensive to evaluate.</small> </div> </div> </a> </div> <div class="col-md-4 card"> <a href="/emukit/multifidelity-emulation/" class="index-anchor"> <div class="panel panel-default"> <img width="100%" src="/emukit/images/multi-fidelity.png" alt="Multi-fidelity emulation"> <div class="panel-body"> <h3 class="panel-title pull-left">Multi-fidelity emulation</h3> </div> <div class="panel-body"><small> Use Emukit to build emulators in scenarios where data of different levels of accuracy are available. Use this models in decision loops.</small> </div> </div> </a> </div> <div class="col-md-4 card"> <a href="/emukit/experimental-design/" class="index-anchor"> <div class="panel panel-default"> <img width="100%" src="/emukit/images/experimental-design.png" alt="Experimental design"> <div class="panel-body"> <h3 class="panel-title pull-left">Experimental design</h3> </div> <div class="panel-body"><small> Experimental design addresses the problem of how to collect data points (experiments) to better control certainsources of variance of a model.</small> </div> </div> </a> </div> <div class="col-md-4 card"> <a href="/emukit/bayesian-quadrature/" class="index-anchor"> <div class="panel panel-default"> <img width="100%" src="/emukit/images/bayesian_quadrature.png" alt="Bayesian Quadrature"> <div class="panel-body"> <h3 class="panel-title pull-left">Bayesian Quadrature</h3> </div> <div class="panel-body"><small> Bayesian quadrature is an active learning method for the value of an integral given queries of the integrand on a finite and usually small amount of input locations.</small> </div> </div> </a> </div> <div class="col-md-4 card"> <a href="/emukit/sensitivity-analysis/" class="index-anchor"> <div class="panel panel-default"> <img width="100%" src="/emukit/images/sensitivity.png" alt="Sensitivity Analysis"> <div class="panel-body"> <h3 class="panel-title pull-left">Sensitivity Analysis</h3> </div> <div class="panel-body"><small> Sensitivity analysis is the study of how the variations in the outputs of a system can be assigned to different sources of variation in its inputs.</small> </div> </div> </a> </div> </div> <div class="row"> <div class="col-md-4"> </div> <div class="col-md-4"> </div> <div class="col-md-4"> </div> </div> </div> </div> </div> <footer> <div class="container"> <div class="row p20"> <div class="col-md-4 text-center mt25"> <a target="_blank" href="http://twitter.com/@emukitUQ"><li class="social twitter"><i class="fa fa-twitter-square"></i></li></a> <a target="_blank" href="https://github.com/amzn/emukit"><li class="social github"><i class="fa fa-github-square"></i></li></a> </div> </div> </div> </footer> <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.12.2/jquery.min.js"></script> <script src="/emukit/js/bootstrap.min.js"></script> <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> </body> </html>