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Artificial Intelligence · LearnSpace
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Artificial Intelligence

Курс от Illinois Tech
Начальный≈ 58.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Designed as an introduction to the evolving area of AI, this course emphasizes potential business applications and related managerial insights. Artificial Intelligence (AI) is the science behind systems that can program themselves to classify, predict, and offer solutions based on structured and unstructured data. For millennia, humans have pondered the idea of building intelligent machines. Ever since, AI has had highs and lows, demonstrated successes and unfulfilled potential. Today, AI is empowering people and changing our world. Netflix recommends movies, Amazon recommends popular products, and several EV manufacturers are working to perfect self-driving cars that can navigate safely around other vehicles without human assistance. More recently, Generative AI (e.g., OpenAI’s GPT-4, and variants of this concept such as Google’s Gemini, Anthropic’s Claude or Microsoft’s Copilot) has revolutionized and energized imaginations and expectations with multi-modal capabilities. Businesses are scrambling to suitably adjust AI strategies across multiple domains and industries. This course focuses on how AI systems understand, reason, learn and interact; learn from industry’s experience on several AI use cases. It seeks to help students develop a deeper understanding of machine learning (ML) techniques and the algorithms that power those systems and propose solutions to real-world scenarios leveraging AI methodologies. Students will also learn the estimated size and scope of the AI market, its growth rate, expected contribution to productivity metrics in business operations.

Навыки, которые вы освоите

Machine LearningArtificial IntelligenceGenerative AIMachine Learning MethodsResponsible AIAutomationAI Product StrategyEmerging TechnologiesMachine Learning AlgorithmsSupervised LearningHuman FactorsHuman Machine InterfacesDeep LearningOpenAIData EthicsAnthropic ClaudeMarket IntelligenceAI literacy

Программа курса

9 модулей · 152 учебных материалов

01Module 1: AI Overview/Landscape25 материалов

Course Welcome

Course OverviewВидеоInstructor IntroductionВидеоSyllabusЧтениеMeet and Greet DiscussionОбсуждение

Module 1 Introduction

Учитесь у экспертов

Siva K Balasubramanian

Преподаватель курса

Artificial Intelligence
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 58.6 ч

9 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Китайский (Китай), Итальянский, Бразильский португальский, Корейский, Немецкий, Русский, Индонезийский, Испанский, Японский, Казахский, Венгерский

Часть программы вашего университета
Module 1 IntroductionВидео

Lesson 1: What Does AI Represent or Mean? Reviewing Basic Definitions and AI history

What Does AI Represent or Mean? Reviewing Basic Definitions and AI HistoryЧтениеAI Overview-LandscapeВидеоReview of AI History - Part 1ВидеоReview of AI History - Part 2ВидеоTypes of AIВидеоThere Are No AGI MythsВидеоWhat Does AI Represent or Mean? Reviewing Basic Definitions and AI History QuizЗадание

Lesson 2: Size of AI Market and Growth Rate

Size of AI Market and Growth RateЧтениеSize of the AI Market and Growth RateВидеоSize of Global AI Market and Growth Rate Part 2ВидеоEvaluating Where AI Stands Now on Multiple DimensionsВидеоSize of AI Market and Growth Rate QuizЗадание

Lesson 3: Key Technology Catalysts for AI’s Development

Key Technology Catalysts for AI’s DevelopmentЧтениеTechnology Catalysts For AI’s Development - Part 1ВидеоTechnology Catalysts For AI’s Development - Part 2ВидеоEvaluating Where AI Stands NowВидеоTechnology Catalysts for AI DevelopmentВидеоKey Technology Catalysts for AI’s Development QuizЗадание

Module 1 Summative Assessment

Module 1 Summative AssessmentЗадание

Module 1 Summary

Module 1 SummaryЧтение
02Module 2: Defining and Clarifying AI and Machine-Learning Concepts19 материалов

Module 2 Introduction

Module 2 IntroductionВидео

Lesson 1: The Broad AI/Machine Learning Domain

The Broad AI/Machine Learning DomainЧтениеThe Broad AI/Machine Learning Domain - Part 1ВидеоThe Broad AI/Machine Learning Domain - Part 2ВидеоThe Broad AI/Machine Learning Domain QuizЗадание

Lesson 2: Understanding What Learning Truly Means in AI/ML

Understanding What Learning Truly Means in AI/MLЧтениеThe Meaning of Learning in AI and ML Models - Part 1ВидеоThe Meaning of Learning in AI and ML Models - Part 2ВидеоThe Meaning of Learning in AI and ML Models - Part 3ВидеоThe Meaning of Learning in AI and ML Models - Part 4ВидеоThe Meaning of Learning in AI and ML Models - Part 5ВидеоUnderstanding What Learning Truly Means in AI/ML QuizЗадание

Lesson 3: AI Agents – Design/Legal Considerations and Alignment with Human Values/Goals; System 1/System 2 Thinking

AI Agents - Design/Legal Considerations and Alignment with Human Values/Goals; System 1/System 2 ThinkingЧтениеLegal Issues and the Alignment ProblemВидеоKey Factors for Designing AI Agents and ML ModelsВидеоOther Key Considerations for Business System 1 - System 2 ThinkingВидеоAI Agents - Design/Legal Considerations and Alignment with Human Values/Goals; System 1/System 2 Thinking QuizЗадание

Module 2 Summative Assessment

Module 2 Summative AssessmentЗадание

Module 2 Summary

Module 2 SummaryЧтение
03Module 3: AI and Technology Convergence19 материалов

Module 3 Introduction

Module 3 IntroductionВидео

Lesson 1: AI Progress Based on Contributions from Fully-Evolved Technologies

AI Progress Based on Contributions from Fully-Evolved TechnologiesЧтениеTechnologies that Impact AI-MLВидеоFully Evolved (and Older) Technologies that Impact AI - Part 1ВидеоFully Evolved (and Older) Technologies that Impact AI - Part 1ВидеоAI Progress Based on Contributions from Fully-Evolved Technologies QuizЗадание

Lesson 2: AI Progress Based on Contributions from Midstream or Still Evolving, and Emergent Technologies

AI Progress Based on Contributions From Midstream or Still Evolving, and Emergent TechnologiesЧтениеMore Midstream and Still Evolving Technologies that Impact AI - Part 1ВидеоMore Midstream and Still Evolving Technologies that Impact AI - Part 2ВидеоTechnologies Introduced in the 21st Century that Impact AI - Part 1ВидеоTechnologies Introduced in the 21st Century that Impact AI - Part 2ВидеоAI Progress Based on Contributions From Midstream or Still Evolving, and Emergent Technologies QuizЗадание

Lesson 3: Kurzweil’s Law of Accelerating Returns; Updated/New Turing Tests and Standards; Other Recent AI Approaches Such as Affective Computing and BCI (Brain-Computer Interface)

Kurzweil’s Law of Accelerating Returns; Updated/New Turing Tests and Standards; Other Recent AI Approaches Such as Affective Computing and BCI (Brain-Computer Interface)ЧтениеEmergent Technologies that Will Likely Be Integrated with AIВидеоLeveraging Kurzweil’s Law to Understand ImplicationsВидеоKurzweil’s Law of Accelerating Returns; Updated/New Turing Tests and Standards; Other Recent AI Approaches Such as Affective Computing and BCI (Brain-Computer Interface) QuizЗадание

Module 3 Summative Assessment

Module 3 Summative AssessmentЗадание

Module 3 Summary

Module 3 SummaryЧтениеInsights from an Industry Leader: Learn More About Our ProgramЧтение
04Module 4: AI Abilities Versus Human Abilities, Human/Machine Collaboration17 материалов

Module 4 Introduction

Module 4 IntroductionВидео

Lesson 1: Assessing Human and AI Abilities

Assessing Human and AI AbilitiesЧтениеAssessing Human and AI AbilitiesВидеоScale Development - Focus on Tasks - Part 1ВидеоScale Development - Focus on Tasks - Part 2ВидеоAssessing Human and AI Abilities QuizЗадание

Lesson 2: Advantages and Disadvantages of AI

Advantages and Disadvantages of AIЧтениеAI’s Advantages and DisadvantagesВидеоKey Limitations of AI - Part 1ВидеоKey Limitations of AI - Part 2ВидеоAdvantages and Disadvantages of AI QuizЗадание

Lesson 3: AI/ML Use Cases

AI/ML Use CasesЧтениеAI/ML Use Cases or Appropriate Contexts - Part 1ВидеоAI/ML Use Cases or Appropriate Contexts - Part 2ВидеоAI/ML Use Cases QuizЗадание

Module 4 Summative Assessment

Module 4 Summative AssessmentЗадание

Module 4 Summary

Module 4 SummaryЧтение
05Module 5: AI’s Impact on Work, Jobs, Humans, Productivity21 материалов

Module 5 Introduction

Module 5 IntroductionВидео

Lesson 1: Generative AI-Driven Productivity Impact

Generative AI-Driven Productivity ImpactЧтениеPredictions - Generative AI Driven Productivity Impact - Part 1ВидеоPredictions - Generative AI Driven Productivity Impact - Part 2ВидеоPredictions - Generative AI Driven Productivity Impact - Part 3ВидеоGenerative AI Impact From Academic Research StudiesВидеоVideo: The jobs we’ll lose to machines—And the ones we won’tЧтениеGenerative AI-Driven Productivity Impact QuizЗадание

Lesson 2: AI’s impact on Job Losses

AI’s impact on Job LossesЧтениеImpact of AI on Job LossesВидеоAI’s impact on Job Losses QuizЗадание

Lesson 3: AI/ML Models of Human Judgment; AI Chasm and Three Related Gaps

AI/ML Models of Human Judgment; AI Chasm and Three Related GapsЧтениеAI/ML Approaches to Model Human Judgment - Part 1ВидеоAI/ML Approaches to Model Human Judgment - Part 2ВидеоAI/ML Approaches to Model Human Judgment - Part 3ВидеоThe AI Chasm and Related Gaps - Part 1ВидеоThe AI Chasm and Related Gaps - Part 2Видео

Module 5 Summative Assessment

Module 5 Summative AssessmentЗадание

Module 5 Summary

Module 5 SummaryЧтение
06Module 6: AI’s Impact Assessment from Other Dimensions - Multiple Perspectives19 материалов

Module 6 Introduction

Module 6 IntroductionВидео

Lesson 1: Friction Points, Worries, Biases, Challenges and Limitations Associated with AI

Friction Points, Worries, Biases, Challenges and Limitations Associated with AIЧтениеNeeds and Friction PointsВидеоWorries, Biases, Challenges, Limitations, AGI - Part 1ВидеоWorries, Biases, Challenges, Limitations, AGI - Part 2ВидеоWorries, Biases, Challenges, Limitations, AGI - Part 3ВидеоWorries, Biases, Challenges, Limitations, AGI - Part 4ВидеоFriction Points, Worries, Biases, Challenges and Limitations Associated with AI QuizЗадание

Lesson 2: AI Strategy and Deployment at Top-Ranked Firms, and at Specific Business Functions

AI Strategy and Deployment at Top-Ranked Firms, and at Specific Business FunctionsЧтение AI Applications in Business - Focus on Top Ranking Firms - Part 1Видео AI Applications in Business - Focus on Top Ranking Firms - Part 2ВидеоAI Applications in Specific Business Functions - Part 1ВидеоAI Applications in Specific Business Functions - Part 2ВидеоAI Strategy and Deployment at Top-Ranked Firms, and at Specific Business Functions QuizЗадание

Lesson 3: AI Use Cases in Specific Industries

AI Use Cases in Specific IndustriesЧтениеAI Applications in Specific Industries-InstitutionsВидеоAI Use Cases in Specific Industries QuizЗадание

Module 6 Summative Assessment

Module 6 Summative AssessmentЗадание

Module 6 Summary

Module 6 SummaryЧтение
07Module 7: Generative AI and Explainable AI15 материалов

Module 7 Introduction

Module 7 IntroductionВидео

Lesson 1: Definition and Narrative History of Generative AI

Definition and Narrative History of Generative AIЧтениеGenerative AI History - Part 1ВидеоGenerative AI History - Part 2ВидеоDefinition and Narrative History of Generative AI QuizЗадание

Lesson 2: Progress, Growth and Benefits of Generative AI

Progress, Growth and Benefits of Generative AIЧтениеProgress, Growth, and Benefits of Generative AI - Part 1ВидеоProgress, Growth, and Benefits of Generative AI - Part 2ВидеоProgress, Growth and Benefits of Generative AI QuizЗадание

Lesson 3: Explainable AI (XAI)

Explainable AI (XAI)ЧтениеFocus on Explainable AI (XAI) - Part 1ВидеоFocus on Explainable AI (XAI) - Part 2ВидеоExplainable AI (XAI) QuizЗадание

Module 7 Summative Assessment

Module 7 Summative AssessmentЗадание

Module 7 Summary

Module 7 SummaryЧтение
08Module 8: AI Ethics and Responsible AI 16 материалов

Module 8 Introduction

Module 8 IntroductionВидео

Lesson 1: Overview of AI Ethics

Overview of AI EthicsЧтениеAI Ethics - Part 1ВидеоAI Ethics - Part 2ВидеоOverview of AI Ethics QuizЗадание

Lesson 2: Attention to Biases in AI

Attention to Biases in AIЧтениеAttention to Biases in AI Ethics PracticeВидеоAttention to Biases in AI QuizЗадание

Lesson 3: Introduction to Responsible AI

Introduction to Responsible AIЧтениеResponsible AI - Part 1ВидеоResponsible AI - Part 2ВидеоData, Privacy, Compliance and StrategyВидеоSummaryВидеоIntroduction to Responsible AI QuizЗадание

Module 8 Summative Assessment

Module 8 Summative AssessmentЗадание

Module 8 Summary

Module 8 SummaryЧтение
09Summative Course Assessment1 материалов

Summative Course Assessment

Summative Course AssessmentЗадание
AI/ML Models of Human Judgment; AI Chasm and Three Related Gaps VideosЧтение
AI/ML Models of Human Judgment; AI Chasm and Three Related Gaps QuizЗадание