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Autor Tópico: Fundamentals to build Human Centered AI (HCAI) Systems  (Lida 61 vezes)

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Fundamentals to build Human Centered AI (HCAI) Systems
« em: 30 de Abril de 2025, 15:50 »
Fundamentals to build Human Centered AI (HCAI) Systems


Published 4/2025
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 41m | Size: 600 MB

Master the principles and frameworks of ethical AI design to create responsible, human-centered intelligent systems


What you'll learn
Identify and articulate the key principles of Human-Centered AI (HCAI) and distinguish it from traditional AI approaches
Analyze real-world AI failures and explain how HCAI principles could have prevented them
Apply established HCAI frameworks like Google PAIR, Shneiderman's model, and IDEO cards to evaluate existing AI systems
Conduct a structured heuristic evaluation of AI experiences using human-centered design principles
Design AI systems that balance transparency, agency, fairness, and efficiency through thoughtful trade-offs
Create effective human-AI collaboration models that leverage the complementary strengths of both
Develop strategies for implementing ethical AI review processes within organizations
Construct a comprehensive HCAI blueprint for specific application domains like healthcare, finance, or education
Requirements
No coding or technical background required
Basic familiarity with AI concepts and tools is helpful but not necessary
Experience with product development, design, or technology management is beneficial
Description
Human-Centered AI: Designing Responsible Intelligence is your comprehensive guide to building AI systems that truly work for people-not just algorithms and datasets. In this practical, hands-on course, you'll learn how to create AI experiences that are ethical, transparent, and genuinely enhance human capabilities.AI is transforming every industry, but many systems aren't designed with humans at the center, leading to bias, confusion, and harm. This course equips you with the frameworks, tools, and practical skills to design better AI that earns trust and delivers real value to users.Through a combination of real-world case studies, interactive exercises, and hands-on design challenges, you'll learn how to:Evaluate AI systems using human-centered principlesIdentify potential biases and ethical pitfalls before they cause harmDesign for effective human-AI collaborationCreate AI experiences that are transparent, controllable, and fairImplement ethical review processes in your organizationWhether you're designing AI products, managing AI development teams, or making decisions about AI implementation, this course will give you the knowledge and tools to build AI that respects human needs, values, and agency.What You'll LearnUnderstand the core principles of Human-Centered AI and how they differ from traditional AI approachesAnalyze case studies of AI failures and identify how HCAI principles could have prevented themApply established frameworks like Google PAIR and Shneiderman's HCAI model to evaluate AI systemsConduct structured heuristic evaluations of AI experiences using human-centered design principlesDesign AI systems that balance transparency, agency, fairness, and efficiency through thoughtful trade-offsCreate effective human-AI collaboration models that leverage complementary strengthsDevelop strategies for implementing ethical AI review processes within organizationsConstruct a comprehensive HCAI blueprint for specific application domainsRequirementsNo coding or technical background requiredBasic familiarity with AI concepts and tools is helpful but not necessaryExperience with product development, design, or technology management is beneficialWho This Course Is ForProduct managers working with AI features or leading teams developing AI productsUX/UI designers integrating AI components into user interfaces and workflowsAI/ML engineers wanting to build more ethical and user-centered systemsBusiness leaders making strategic decisions about AI implementationResearchers and strategists exploring responsible AI developmentEthics officers and compliance professionals ensuring responsible AI useDesign thinking practitioners applying their skills to AI-specific challengesTechnology professionals seeking to understand the human impact of AICourse StructureModule 1: What is Human-Centered AI?Introduction to the core concepts of HCAIContrast between human-centered and traditional AI approachesAnalysis of famous AI failures and their human impactExploration of key HCAI principles: transparency, agency, fairness, and moreModule 2: Designing AI for Human NeedsOverview of practical HCAI frameworks (Google PAIR, Shneiderman, IDEO)Methodology for evaluating AI experiences using human-centered principlesLive audit of real AI tools using HCAI checklistsHands-on redesign workshop to improve AI systemsModule 3: Responsible Innovation & AI FuturesExploration of effective human-AI collaboration modelsAnalysis of complex ethical dilemmas in AI designStrategic templates for implementing ethical AI in organizationsCreation of an HCAI blueprint for real-world application domainsBy the end of this course, you'll have the practical skills and ethical framework to design, evaluate, and implement AI systems that truly work for people, not just algorithms.
Who this course is for
Product managers who are working with AI features or overseeing teams developing AI products
UX/UI designers integrating AI components into user interfaces and workflows
AI/ML engineers looking to build more human-centered and ethically sound systems
Business leaders making strategic decisions about AI implementation in their organizations
Researchers and strategists exploring responsible AI development and governance
Ethics officers and compliance professionals tasked with ensuring responsible AI use
Design thinking practitioners wanting to apply their skills to AI-specific challenges
Technology professionals seeking to understand the human impact of AI systems they build or use
Homepage:
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https://www.udemy.com/course/fundamentals-to-build-human-centered-ai-hcai-systems/
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