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Big Data, Artificial Intelligence, and Ethics · LearnSpace
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Big Data, Artificial Intelligence, and Ethics

Курс от University of California, Davis
Начальный≈ 9.3 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course gives you context and first-hand experience with the two major catalyzers of the computational science revolution: big data and artificial intelligence. With more than 99% of all mediated information in digital format and with 98% of the world population using digital technology, humanity produces an impressive digital footprint. In theory, this provides unprecedented opportunities to understand and shape society. In practice, the only way this information deluge can be processed is through using the same digital technologies that produced it. Data is the fuel, but machine learning it the motor to extract remarkable new knowledge from vasts amounts of data. Since an important part of this data is about ourselves, using algorithms in order to learn more about ourselves naturally leads to ethical questions. Therefore, we cannot finish this course without also talking about research ethics and about some of the old and new lines computational social scientists have to keep in mind. As hands-on labs, you will use IBM Watson’s artificial intelligence to extract the personality of people from their digital text traces, and you will experience the power and limitations of machine learning by teaching two teachable machines from Google yourself.

Навыки, которые вы освоите

Natural Language ProcessingBig DataArtificial IntelligenceResponsible AIMachine LearningData EthicsResearch MethodologiesCase StudiesSocial SciencesResearchAI literacyEthical Standards And ConductAlgorithmsApplied Machine Learning

Программа курса

3 модулей · 57 учебных материалов

01Getting Started and Artificial Intelligence (AI)23 материалов

Getting Started

Course IntroductionВидеоAbout UCCSSЧтениеCourse Navigation and Safety StatementЧтение

The Good, The Bad, and the... of AI

Introduction to the Good, the Bad, and the... Hopeful!Видео

The Good

Учитесь у экспертов

Martin Hilbert

Professor and Chair DE Computational Social Science

Big Data, Artificial Intelligence, and Ethics
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 9.3 ч

3 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Венгерский, Польский

Часть программы вашего университета
EducationВидео
TechnologyВидео
BusinessВидео
AI Agents & Multi-Agent SystemsВидео
CreativityВидео
HealthВидео
Politics & DemocracyВидео
LoveВидео

The Bad

The Godfather of AIВидеоThe Machine Learning ParadigmВидеоVirtue Ethics: dataВидеоDeontology: WTF?Видео

The Ugly

Consequentialism - Part 1ВидеоConsequentialism - Part 2ВидеоConsequentialism - Part 3Видео

Let's Practice!

Final Reflections on AI & EthicsВидеоNatural Language Processing (NLP) Assignment Task ЗаданиеNatural Language Processing (NLP)ЗаданиеAnalyzing Speeches with AIDIALOGUE
02Big Data Opportunities & Limitations20 материалов

Big Data Opportunities

Big Data OverviewВидеоWhat is "Big Data"?ВидеоDigital FootprintВидеоPolitical Data-fusion and No-Sampling (Part 1)ВидеоPolitical Data-fusion and No-Sampling (Part 2)ВидеоReal-timeВидеоMachine LearningВидеоMachine Learning Recommender SystemsВидеоBig Data Opportunities Quiz Задание

Big Data Limitations

Introduction to Big Data LimitationsВидеоFootprint ≠ RepresentativenessВидеоData ≠ RealityВидеоMeaning ≠ MeaningfulВидеоDiscrimination ≠ PersonalizationВидеоCorrelation ≠ CausationВидео

Review

Playing With Creative AIЗаданиеOptional/ComplementaryЧтениеPersonality, Big Data, and Digital FootprintsDIALOGUE
03Ethics and Social Media14 материалов

Technology and Ethics

Human DowngradingВидеоAttention EconomyВидеоExploiting Cognitive BiasesВидеоPersuasive Tech is EverywhereВидеоDigital Exit Strategy - Part 1ВидеоDigital Exit Strategy - Part 2ВидеоDigital Exit Strategy - Part 3ВидеоDigital Exit Strategy - Part 4ВидеоModule 3 AssignmentЗаданиеEthics, AI, and Big DataDIALOGUE

Complementary: Ethics in the Day-to-Day of a Computational Social Scientist

Slaughterbots (Complementary)ЧтениеWalker on Ethics (Complementary)ВидеоShelton on Ethics (Complementary)Видео

Course Wrap-Up

What is this Specialization About? (intro to 5-course Specialization)Видео
Past ≠ FutureВидео
Big Data Limitations Quiz Задание