Este curso forma parte de Certificado profesional de Tecnólogo emergente certificado en Ética de CertNexus

4.5

estrellas

69 calificaciones

Renée Cummings +2 instructores más

9162 ya inscrito

Ofrecido Por

Certificado profesional de Tecnólogo emergente certificado en Ética de CertNexusCertNexus

Acerca de este Curso

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Data-driven technologies like AI, when designed with ethics in mind, benefit both the business and society at large. But it’s not enough to say you will “be ethical” and expect it to happen. We need tools and techniques to help us assess gaps in our ethical behaviors and to identify and stop threats to our ethical goals. We also need to know where and how to improve our ethical processes across development lifecycles. What we need is a way to manage ethical risk. This third course in the Certified Ethical Emerging Technologist (CEET) professional certificate is designed for learners seeking to detect and mitigate ethical risks in the design, development, and deployment of data-driven technologies. Students will learn the fundamentals of ethical risk analysis, sources of risk, and how to manage different types of risk. Throughout the course, learners will learn strategies for identifying and mitigating risks.
This course is the third of five courses within the Certified Ethical Emerging Technologist (CEET) professional certificate. The preceding courses are titled Promote the Ethical Use of Data-Driven Technologies and Turn Ethical Frameworks into Actionable Steps.

Fechas límite flexibles

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Certificado para compartir

Obtén un certificado al finalizar

100 % en línea

Comienza de inmediato y aprende a tu propio ritmo.

Laboratorios de Coursera

Incluye proyectos de aprendizaje prácticos.

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Curso 3 de 6 en

Certificado profesional de Tecnólogo emergente certificado en Ética de CertNexus

Nivel principiante

Foundational ethical concepts, principles and frameworks. All of which can be learned in prior courses within the CEET specialization.

Aprox. 19 horas para completar

Inglés (English)

Qué aprenderás

Summarize common sources of ethical risks.
Detect and mitigate ethical risks.
Evaluate risk identification and mitigation strategies within the lifecycle.
Analyze a sample AI model and create a plan to mitigate any identified risks.

Habilidades que obtendrás

Risk Management
General Statistics
Risk Assessment
Ethics Of Artificial Intelligence
Privacy

Fechas límite flexibles

Restablece las fechas límite en función de tus horarios.

Certificado para compartir

Obtén un certificado al finalizar

100 % en línea

Comienza de inmediato y aprende a tu propio ritmo.

Laboratorios de Coursera

Incluye proyectos de aprendizaje prácticos.

Obtén más información sobre los laboratorios de Coursera

Curso 3 de 6 en

Certificado profesional de Tecnólogo emergente certificado en Ética de CertNexus

Nivel principiante

Foundational ethical concepts, principles and frameworks. All of which can be learned in prior courses within the CEET specialization.

Aprox. 19 horas para completar

Inglés (English)

Instructores

Calificación del instructor

4,55/5 (10 calificaciones)

Ofrecido por

CertNexus

Programa - Qué aprenderás en este curso

Semana1

Semana 1

2 horas para completar

Ethical Risk Analysis Fundamentals

The first module in the course lays the groundwork for some concepts that are fundamental to data-driven technologies like artificial intelligence (AI). As an ethicist, you may not be putting these concepts into practice yourself, but you still need to understand them. That way, you'll be able to make more informed judgments and communicate with other people about how best to detect and mitigate ethical risks.

2 horas para completar

19 videos (Total 80 minutos), 3 lecturas, 1 cuestionario

19 videos

Detect and Mitigate Ethical Risks Course Introduction3mCEET Specialization Introduction7mCourse Welcome & Success Tips3mThe Importance of Managing Risks3mRisk Management Process3mRisk Identification3mRisk Analysis4mRisk Mitigation4mTypes of Ethical Risk2mDistributions2mCentral Tendency3mVariance and Standard Deviation4mSkewness and Kurtosis3mCorrelation3mProbability3mMachine Learning Outcomes8mCost Functions5mReliability4mGoodhart's Law3m

3 lecturas

Overview2mRisk Management Frameworks20mClassification Metrics15m

1 ejercicio de práctica

Analyzing Ethical Risks30m

Semana2

Semana 2

2 horas para completar

Manage Privacy Risks

2 horas para completar

18 videos (Total 83 minutos), 3 lecturas, 1 cuestionario

18 videos

The Importance of Managing Privacy Risks2mPrivate Data5mFirst-Party vs. Third-Party Data5mSecondary Use of Data3mCombined Data Sources4mIdentify Personally Identifiable Information (PII)3mModel Personas4mTrack Customer Data6mMeet Compliance Requirements2mIntent and Consent5mMinimize Private Data Sharing4mGive the User Choices5mMinimize Private Data Collection2mReinforce Trust7mAnonymization and Pseudonymization3mHomomorphic Encryption6mZero-Knowledge Protocols6mIncorporate Privacy Risk Management in the Lifecycle3m

3 lecturas

Overview2mData Protection Policies2mPrivacy Legislation Sources15m

1 ejercicio de práctica

Managing Privacy Risks30m

Semana3

Semana 3

2 horas para completar

Manage Accountability Risks

2 horas para completar

17 videos (Total 74 minutos), 1 lectura, 2 cuestionarios

17 videos

The Importance of Managing Accountability Risks2mUse of Third-Party Components5mAutomation Bias6mExtrajudicial Judgment1mLack of Guiding Principles4mRecognize Black Box Algorithms5mAssess the Organization's Governance Structure4mDocument and Distribute Company Policies4mDocument Design Processes4mDocument Auditing Processes3mResponsibility Assignment Matrix (RAM/RACI)5mPilot Testing2mCollaboration with Data Sharing Partners3mAlgorithmic Impact Assessment (AIA)8mData Visualization4mDashboard Reporting3mIncorporate Accountability Risk Management in the Lifecycle4m

1 lectura

Overview2m

1 ejercicio de práctica

Managing Accountability Risks Quiz30m

Semana4

Semana 4

2 horas para completar

Manage Transparency and Explainability Risks

2 horas para completar

16 videos (Total 70 minutos), 2 lecturas, 1 cuestionario

16 videos

The Importance of Managing Transparency and Explainability Risks3mBlack Box Systems3mSelf-Learning Models3mThird-Party Integration2mIntellectual Property Rights3mShadow Banning3mExplainable AI1mIdentify Algorithmic Decisions3mDeconstruct Specific Decisions9mExplain How Systems Work6mHelp Users Seeking Explanations3mKeep Humans in the Loop3mEnsure Proper Data Disclosure5mBe Upfront About Training Data Inadequacies3mSHAP and Alibi7mELI5, LIME, and What-If5m

2 lecturas

Overview2mIncorporate Transparency and Explainability Risk Management in the Lifecycle5m

1 ejercicio de práctica

Managing Transparency and Explainability Risks Quiz30m

Semana5

Semana 5

2 horas para completar

Manage Fairness and Non-Discrimination Risks

2 horas para completar

18 videos (Total 58 minutos), 3 lecturas, 1 cuestionario

18 videos

The Importance of Managing Fairness and Non-Discrimination Risks2mImplicit Bias2mSampling Bias1mReinforcement Bias1mTemporal Bias1mOverfitting to Training Data1mEdge Cases and Outliers2mAnalytical Techniques4mAnalyze Models in Different Environments2mPersona Modeling2mInclusive Design and Foreseeability5mSTEEPV Analysis4mPerform User Testing2mGather Input from External Stakeholders2mBias and Safety Bounties3mAI Fairness 3606mRadioactive Data Tracing4mIncorporate Fairness and Non-Discrimination Risk Management in the Lifecycle3m

3 lecturas

Overview2mPattern Matching vs. Bias10mAI Fairness 360 Demo20m

1 ejercicio de práctica

Managing Fairness and Non-Discrimination Risks30m

Semana6

Semana 6

2 horas para completar

Manage Safety and Security Risks

2 horas para completar

23 videos (Total 107 minutos), 1 lectura, 1 cuestionario

23 videos

The Importance of Managing Safety and Security Risks2mAbnormal System Behavior4mAdversarial Machine Learning6mBad Actors5mGroupthink and Biases4mCyber Attacks6mQuantitative Risk Analysis4mEvaluate Training Data and Models3mThreat Intelligence3mThreat Modeling6mPenetration Testing6mForensic Analysis5mEnsure Critical AI Systems Follow Rigorous Standards4mEstablish Baseline System Behavior3mDesignate Rapid Response Teams3mProtect the Security of Data in Storage5mProtect the Security of Data in Transit5mThreat and Risk Libraries3mThreat Modeling and Analysis Tools3mAttack Simulation Tools4mVulnerability Scoring Tools4mSecurity Information and Event Management (SIEM)4mIncorporate Safety and Security Risk Management in the Lifecycle4m

1 lectura

Overview2m

1 ejercicio de práctica

Managing Safety and Security Risks Quiz30m

Semana7

Semana 7

5 horas para completar

Apply What You've Learned

5 horas para completar

Acerca de Certificado profesional de Tecnólogo emergente certificado en Ética de CertNexus

The Certified Ethical Emerging Technologist (CEET) industry validated certification helps professionals differentiate themselves from other job candidates by demonstrating their ability to ethically navigate data driven emerging technologies such as AI, Machine Learning and Data Science.

Organizations and governments are seeking out ethics professionals to minimize risk and guide their decision-making about the design of inclusive, responsible, and trusted technology. An algorithm not designed and assessed in alignment with ethical standards can create further inequity across race, gender and marginalized populations. The reputational and financial impact of an ethics violation can devastate a company. Knowledgeable ethics leaders are needed who can navigate through the more than 160 frameworks and guidelines to select and implement the best strategy to promote fairness and minimize risk for their organization. This specialization is designed for learners who want to create and lead initiatives that prioritize ethical integrity within emerging data-driven technology fields such as artificial intelligence and data science and will be prepared to bridge the gap between theory and practice. Your journey to CEET Certification 1) Complete the Coursera Certified Ethical Emerging Technologist Professional Certificate 2) Review the CEET CET-110 Exam Blueprint 3) Purchase your CEET Exam Voucher 4) Register for your CEET Exam

Tecnólogo emergente certificado en Ética de CertNexus

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Es posible que el curso ofrezca la opción 'Curso completo, sin certificado'. Esta opción te permite ver todos los materiales del curso, enviar las evaluaciones requeridas y obtener una calificación final. También significa que no podrás comprar una experiencia de Certificado.
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Detect and Mitigate Ethical Risks

Acerca de este Curso

Qué aprenderás

Habilidades que obtendrás

Instructores

Renée Cummings

Jennifer Fischer

Eleanor 'Nell' Watson

Ofrecido por

CertNexus

Programa - Qué aprenderás en este curso

Ethical Risk Analysis Fundamentals

Manage Privacy Risks

Manage Accountability Risks

Manage Transparency and Explainability Risks

Manage Fairness and Non-Discrimination Risks

Manage Safety and Security Risks

Apply What You've Learned

Acerca de Certificado profesional de Tecnólogo emergente certificado en Ética de CertNexus

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Detect and Mitigate Ethical Risks

Acerca de este Curso

Qué aprenderás

Habilidades que obtendrás

Instructores

Renée Cummings

Jennifer Fischer

Eleanor 'Nell' Watson

Ofrecido por

CertNexus

Programa - Qué aprenderás en este curso

Ethical Risk Analysis Fundamentals

Manage Privacy Risks

Manage Accountability Risks

Manage Transparency and Explainability Risks

Manage Fairness and Non-Discrimination Risks

Manage Safety and Security Risks

Apply What You've Learned

Acerca de Certificado profesional de Tecnólogo emergente certificado en Ética de CertNexus

Preguntas Frecuentes

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Aprende algo nuevo

Cursos populares de ciencia de los datos

Cursos populares de ciencias de la computación y TI

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