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The Economics of AI · LearnSpace
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The Economics of AI

Курс от University of Virginia
Продвинутый≈ 28.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

The course introduces you to cutting-edge research in the economics of AI and the implications for economic growth and labor markets. We start by analyzing the nature of intelligence and information theory. Then we connect our analysis to modeling production and technological change in economics, and how these processes are affected by AI. Next we turn to how technological change drives aggregate economic growth, covering a range of scenarios including a potential growth singularity. We also study the impact of AI-driven technological change on labor markets and workers, evaluating to what extent fears about technological unemployment are well-founded. We continue with an analysis of economic policies to deal with advanced AI. Finally, we evaluate the potential for transformative progress in AI to lead to significant disruptions and study the problem of how humans can control highly intelligent AI algorithms.

Навыки, которые вы освоите

EconomicsArtificial IntelligenceEconomic DevelopmentEconomics, Policy, and Social StudiesGrowth StrategiesProduction ProcessMarket DynamicsAutomationInnovationSocioeconomicsGenerative AI AgentsAI literacyAgentic systemsPolicy AnalysisLabor RelationsPublic Policies

Программа курса

6 модулей · 145 учебных материалов

01What is Intelligence?28 материалов

Introduction

IntroductionВидеоTips for Taking this CourseЧтение

On Intelligence

What is Intelligence?ВидеоSubstrate IndependenceВидео

Учитесь у экспертов

Anton Korinek

Professor

The Economics of AI
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Обучение на Coursera

≈ 28.1 ч

6 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Русский, Тайский, Индонезийский, Шведский, Турецкий, Испанский, Хинди, Японский, Казахский, Польский

Часть программы вашего университета
Examples of Intelligent EntitiesВидео
Additional Resources on IntelligenceЧтение

Agents, Goals, and Intelligence

AgentsВидеоThe Teleological StanceВидеоGoalsВидеоEvolution of IntelligenceВидеоAdditional Resources on Agents, Goals, and IntelligenceЧтение

A Primer on Information Theory

Introduction to Information TheoryВидеоShannon EntropyВидеоInformation as a Decrease in UncertaintyВидеоAdditional Resources on Information TheoryЧтение

AI in Context

A Brief History of AIВидеоFrom the Birth of AI to Deep LearningВидеоTensorFlow PlaygroundЧтениеRecent Advances in AIЧтениеThe Human Intelligence LandscapeВидеоComparing Human and Artificial IntelligenceВидеоAdditional Resources on “AI in Context”Чтение

Review

SlidesЧтениеShare Your Reflections on IntelligenceЧтениеHelp Us Spread the WordЧтениеHow to Earn a Course CertificateЧтениеWhat Is Intelligence?ЗаданиеCreditsЧтение
02Modeling Technological Progress27 материалов

Introduction

Module 2 IntroductionВидео

Modeling the Production Process

Modeling the Production ProcessВидеоProperties of Production FunctionsВидеоIsoquants and Factor Price FrontiersВидеоModeling TechnologyВидеоParameterizing TechnologyВидеоBias of Technological ChangeВидеоDecomposing Technological ChangeВидеоAdditional Resources on Modeling the Production ProcessЧтение

Labor-Saving Progress

Labor-Saving Technological ProgressВидеоThe Task-Based Framework of ProductionВидеоTasks, Labor-Saving Progress, and New TasksВидеоAdditional Resources on Labor-Saving ProgressЧтение

Data & Information Goods

Information GoodsВидеоA Model of Digital InnovationВидеоDerivation of Demand CurveВидеоEconomic Effects of Digital InnovationВидеоEconomic Effects of Digital Innovation - ContinuedВидеоPublic Policy ImplicationsВидео

Production Networks

Production NetworksВидеоSolving the ProblemВидеоA Version of Hulten's TheoremВидеоAdditional Resources on Production NetworksЧтение

Review

SlidesЧтениеModeling Technological ProgressЗаданиеShare Your Reflections on Modeling Technological ProgressЧтение
03AI and Economic Growth19 материалов

Introduction

Introduction to AI and GrowthВидеоPreparatory Reading and SlidesЧтение

Malthusian Stagnation

Malthusian StagnationВидеоSolving the Malthusian ModelВидеоComparative Statics in a Malthusian WorldВидеоAdditional Resources on Malthusian StagnationЧтение

Growth During the Industrial Age

Growth During the Industrial Age: the Solow ModelВидеоThe Steady State in the Solow ModelВидеоExplaining Growth during the Industrial AgeВидеоAK-Style Endogenous GrowthВидеоAdditional Resources on Growth During the Industrial AgeЧтение

Growth in the Age of AI

Growth and AI: Opening up New PossibilitiesВидеоInterview with Phil Trammell on Growth under Transformative AI (Optional)ВидеоCapturing an Economic SingularityВидеоModeling Knowledge AccumulationВидеоThe AI Revolution: The Road to Superintelligence (Optional)ЧтениеAdditional Resources on Growth in the Age of AIЧтение

Review

AI and Economic GrowthЗаданиеShare Your Reflections on AI and Economic GrowthЧтение
04Labor Markets and Inequality21 материалов

Introduction

Introduction to Labor Markets and InequalityВидеоPreparatory Readings and SlidesЧтение

History of Technology and Labor

History of Technology and LaborВидеоAdditional Resources on the History of Technology and LaborЧтение

Neoclassical Concepts and Technological Unemployment

Neoclassical Labor Market EquilibriumВидеоTechnological Progress and Labor Market EquilibriumВидеоTechnological Unemployment: Matching FrictionsВидеоTechnological Unemployment: Efficiency WagesВидеоAdditional Resources on Neoclassical Concepts and Technological UnemploymentЧтение

Developments in Recent Decades

Decline in the Labor ShareВидеоSkill-Biased Technological ChangeВидеоRoutine-Replacing Technological ChangeВидеоWhy are there still so many jobs?ЧтениеFurther ReadingsЧтениеAdditional Resources on Developments in Recent DecadesЧтение

Phasing Out Labor

Phasing Out Human LaborВидеоIndividual Losses from Job DisplacementВидеоWork and MeaningВидеоAdditional Resources on Phasing Out LaborЧтение

Review

Labor Markets and InequalityЗаданиеShare Your Reflections on Labor Markets and InequalityЧтение
05Economic Policy in the Age of AI28 материалов

Introduction

IntroductionВидеоSlidesЧтение

Technological Progress and Welfare

Technological Progress and WelfareВидеоPossibility of Pareto ImprovementsВидеоTechnological Progress Under Perfect InsuranceВидеоCompensating Losers Under Costly RedistributionВидеоTechnological Progress Under Market ImperfectionsВидеоSimilarities of Technological Progress and GlobalizationВидеоAdditional Resources on Technological Progress and WelfareЧтение

Economic Policy for the Age of AI

Economic Policy for the Age of AIВидеоEconomic Policy and Utility PossibilitiesВидеоIncome DistributionВидеоManaging the Transition to Less WorkВидеоProfit-Sharing: A Windfall ClauseВидеоPre-DistributionВидео

Taxation in the Age of AI

Taxation in the Age of AIВидеоAdditional Resources on Taxation in the Age of AIЧтение

Steering Technological Progress

Redistributive Objectives in Steering Technological ProgressВидеоSteering Technological Progress: ExamplesВидеоSteering Progress Towards Non-Monetary ObjectivesВидеоInterview with Katya Klinova (Partnership on AI)ВидеоAdditional Resources on Steering Technological ProgressЧтение

Review

Economic Policy in the Age of AI ЗаданиеShare Your Reflections on Economic Policy in the Age of AIЧтение
06The Economics of Transformative AI22 материалов

Introduction

Introduction to The Economics of Transformative AIВидеоSlidesЧтение

An Economy with Non-Human Agents

The Agents of Economic ActivityВидеоTowards a Broader Model of Economic AgentsВидеоExamples of Economic EntitiesВидеоMalthusian FrontierВидеоPreferences and BehaviorВидеоWorker-Replacing MachinesВидеоWhere Are We On the Frontier?ВидеоLong-Run Viability of HumansВидеоMeasurement of an Economy with AI AgentsВидеоFurther Readings on An Economy with Non-Human AgentsЧтение

Hacking the Human Brain

Hacking the Human BrainВидео

The AI Control Problem

The AI Control ProblemВидеоDelegation and AlignmentВидеоDirect and Social AlignmentВидеоAchieving Social AlignmentВидеоFurther ReadingsЧтениеEpilogue: Interview with Joseph StiglitzВидеоFurther Readings on The AI Control Problem

Review

The Economics of Transformative AIЗаданиеShare Your Reflections on the Economics of Transformative AIЧтение
Additional Resources on Data & Information GoodsЧтение
The Rents of InnovatorsВидео
Competition, IPR and Information PolicyВидео
Technology PolicyВидео
Additional Resources on Economic Policy for the Age of AIЧтение
Чтение