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• W2892924523 abstract "This document is designed to be a first-year graduate-level introduction to probabilistic programming. It not only provides a thorough background for anyone wishing to use a probabilistic programming system, but also introduces the techniques needed to design and build these systems. It is aimed at people who have an undergraduate-level understanding of either or, ideally, both probabilistic machine learning and programming languages. We start with a discussion of model-based reasoning and explain why conditioning as a foundational computation is central to the fields of probabilistic machine learning and artificial intelligence. We then introduce a simple first-order probabilistic programming language (PPL) whose programs define static-computation-graph, finite-variable-cardinality models. In the context of this restricted PPL we introduce fundamental inference algorithms and describe how they can be implemented in the context of models denoted by probabilistic programs. In the second part of this document, we introduce a higher-order probabilistic programming language, with a functionality analogous to that of established programming languages. This affords the opportunity to define models with dynamic computation graphs, at the cost of requiring inference methods that generate samples by repeatedly executing the program. Foundational inference algorithms for this kind of probabilistic programming language are explained in the context of an interface between program executions and an inference controller. This document closes with a chapter on advanced topics which we believe to be, at the time of writing, interesting directions for probabilistic programming research; directions that point towards a tight integration with deep neural network research and the development of systems for next-generation artificial intelligence applications." @default.
• W2892924523 created "2018-10-05" @default.
• W2892924523 creator A5017069785 @default.
• W2892924523 creator A5031503814 @default.
• W2892924523 creator A5072420270 @default.
• W2892924523 creator A5073129092 @default.
• W2892924523 date "2018-09-27" @default.
• W2892924523 modified "2023-09-23" @default.
• W2892924523 title "An Introduction to Probabilistic Programming" @default.
• W2892924523 cites W128101668 @default.
• W2892924523 cites W1491389626 @default.
• W2892924523 cites W1494192115 @default.
• W2892924523 cites W1501586228 @default.
• W2892924523 cites W1503398984 @default.
• W2892924523 cites W1511986666 @default.
• W2892924523 cites W1561218590 @default.
• W2892924523 cites W1562162659 @default.
• W2892924523 cites W1579271636 @default.
• W2892924523 cites W1580664042 @default.
• W2892924523 cites W1646152356 @default.
• W2892924523 cites W1665662210 @default.
• W2892924523 cites W1667580224 @default.
• W2892924523 cites W1691728462 @default.
• W2892924523 cites W1729198099 @default.
• W2892924523 cites W1771410628 @default.
• W2892924523 cites W1781420971 @default.
• W2892924523 cites W1844453107 @default.
• W2892924523 cites W1890754682 @default.
• W2892924523 cites W1922126009 @default.
• W2892924523 cites W195465510 @default.
• W2892924523 cites W1959608418 @default.
• W2892924523 cites W1995780830 @default.
• W2892924523 cites W2020999234 @default.
• W2892924523 cites W2026799324 @default.
• W2892924523 cites W2070310827 @default.
• W2892924523 cites W2089674328 @default.
• W2892924523 cites W2093211258 @default.
• W2892924523 cites W2105045857 @default.
• W2892924523 cites W2112820511 @default.
• W2892924523 cites W2117126688 @default.
• W2892924523 cites W2123713131 @default.
• W2892924523 cites W2125838338 @default.
• W2892924523 cites W2131257014 @default.
• W2892924523 cites W2133059703 @default.
• W2892924523 cites W2145094598 @default.
• W2892924523 cites W2146502635 @default.
• W2892924523 cites W2147999514 @default.
• W2892924523 cites W2149416046 @default.
• W2892924523 cites W2153975459 @default.
• W2892924523 cites W2156163116 @default.
• W2892924523 cites W2163605009 @default.
• W2892924523 cites W2169898528 @default.
• W2892924523 cites W2170694982 @default.
• W2892924523 cites W2185558310 @default.
• W2892924523 cites W2185585545 @default.
• W2892924523 cites W2195098255 @default.
• W2892924523 cites W2210027199 @default.
• W2892924523 cites W2217402295 @default.
• W2892924523 cites W2271840356 @default.
• W2892924523 cites W2295266283 @default.
• W2892924523 cites W2308802607 @default.
• W2892924523 cites W2327562811 @default.
• W2892924523 cites W2395654200 @default.
• W2892924523 cites W2403726878 @default.
• W2892924523 cites W2406252837 @default.
• W2892924523 cites W2487084839 @default.
• W2892924523 cites W2494200839 @default.
• W2892924523 cites W2511514052 @default.
• W2892924523 cites W2537265010 @default.
• W2892924523 cites W2539792571 @default.
• W2892924523 cites W2544919356 @default.
• W2892924523 cites W2546748672 @default.
• W2892924523 cites W2547875792 @default.
• W2892924523 cites W2548228487 @default.
• W2892924523 cites W2589467095 @default.
• W2892924523 cites W2594155836 @default.
• W2892924523 cites W2808618339 @default.
• W2892924523 cites W2899771611 @default.
• W2892924523 cites W2902895875 @default.
• W2892924523 cites W2904405987 @default.
• W2892924523 cites W2919045823 @default.
• W2892924523 cites W2919115771 @default.
• W2892924523 cites W2949416428 @default.
• W2892924523 cites W2951040163 @default.
• W2892924523 cites W2955497741 @default.
• W2892924523 cites W2962727772 @default.
• W2892924523 cites W2962897886 @default.
• W2892924523 cites W2962964508 @default.
• W2892924523 cites W2962994101 @default.
• W2892924523 cites W2963045453 @default.
• W2892924523 cites W2963172700 @default.
• W2892924523 cites W2963173382 @default.
• W2892924523 cites W2963264829 @default.
• W2892924523 cites W2963410375 @default.
• W2892924523 cites W2963501406 @default.
• W2892924523 cites W2963709414 @default.
• W2892924523 cites W2963773425 @default.
• W2892924523 cites W2963828071 @default.
• W2892924523 cites W2963916785 @default.
• W2892924523 cites W2963977107 @default.

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