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Data Science Decisions in Time: Using Data Effectively · LearnSpace
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Data Science Decisions in Time: Using Data Effectively

Курс от Johns Hopkins University
Средний≈ 25.2 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Sequential Decisions builds from math and algorithms that can be understood and used by Coursera Students. This course will start from a consideration of the simplest type of data streams and then gradually advance to more complex types of data and more nuanced decisions being made on that data. You will be able to: (a) program optimal decisions for data arriving from known distribution functions, (b) define error bars and nuanced hedges about ongoing data streams to reflect missing data and/or missing knowledge, (c)understand and use the connections from these models to further understand Markov Chains and Markov Processes and how these ideas connect to Reinforcement Learning and (d) Understand better the nuances between time-independent, time-dependent, one-dimensional and multi-dimensional data. The course is aimed at those working with data, this includes both those charged with analyzing the data and those in charge of making decisions based on that data.

Навыки, которые вы освоите

Markov ModelReinforcement LearningDecision MakingBayesian StatisticsData-Driven Decision-MakingData AnalysisStatistical MethodsAnomaly DetectionModel OptimizationStatistical AnalysisTime Series Analysis and ForecastingProbability DistributionSampling (Statistics)Clinical Trials

Программа курса

5 модулей · 37 учебных материалов

01Wald and Sequential Decisions10 материалов

Wald Sequential Testing

Introduction to SpecializationВидеоIntroduction to First CourseВидеоWelcome ReadingЧтениеWald Sequential SamplingВидео

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Thomas Woolf

Professor

Data Science Decisions in Time: Using Data Effectively
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в новой вкладке

Обучение на Coursera

≈ 25.2 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский, Казахский, Венгерский

Часть программы вашего университета
Control ChartsВидео
Vaccine Sequential TestingВидео
Seeing into Wald's thinkingЧтение
How well can you think in a Sequential Setting?Задание
Introduce yourself to the classОбсуждение
Quiz 1Задание
02Thompson Sampling7 материалов

Thompson Sampling

A:B testing with a simple Thompson Sampling AlgorithmВидеоNeglected Tropical Diseases: How can we tell the risk?ВидеоNeglected Tropical Diseases: Thinking in the Spatial DimensionВидеоDo you know how to setup Thompson Sampling?ЧтениеWhat does it mean to use Thompson Sampling for a Sequential Decision?ЗаданиеGive an example of when you may use Thompson SamplingОбсуждениеQuiz 2Задание
03Change Points6 материалов

Change Points

Introduction: Climate Change as an ExampleВидеоGaussian Models for Change Point DeterminationВидеоWould you recognize a Change Point if you saw it?ЧтениеCan you connect Thompson Sampling and Sequential Sampling?ЗаданиеDescribe a Change Point that you have observed in a datasetОбсуждениеUntitledЗадание
04Markov Chains7 материалов

Markov Chains

Bridges and Buildings: How to Model Markov Chains for Failure RatesВидео Making Plans for Failure: A Geometric ModelВидеоChains as Matrix OperationsВидеоHow would you setup a Markov Chain?ЧтениеAre you ready to use a Markov model for a Decision Process?ЗаданиеPlease share any experiences you have had with preventive maintenance ОбсуждениеUntitledЗадание
05Markov Decision Processes7 материалов

Markov Decision Processes

Making Decisions for Resource Use in an Emergency DepartmentВидеоHow to Optimize Drug Treatment PlansВидеоWould you want to formulate your decisions within a Markov Decision Process framework?ЧтениеCan you describe how well a Markov Decision Process works?ЗаданиеHow would you optimize a drug treatment plan based on this week's material? Do you have a particular disease and drug regime that you can share knowledge about?ОбсуждениеQuiz 5 ЗаданиеFinal Exam Задание