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2

AI Governance Professional (AIGP) Certification & AI Mastery

سرفصل های دوره

Master the 7 Domains of the AIGP Certification with Expert Guidance in AI Governance and Ethical Standards


1 - Course Resources and Downloads
  • 1 - Course Resources and Downloads.html

  • 2 - Foundations of AI and Machine Learning
  • 2 - Section Introduction
  • 3 - 02-01-lessonarticle.pdf
  • 3 - Introduction to AI and Machine Learning
  • 4 - Case Study AIDiagnosis Transforming Healthcare with AI and ML
  • 5 - 02-02-lessonarticle.pdf
  • 5 - Types of AI Systems Narrow vs General AI
  • 6 - Case Study Navigating AI Governance
  • 7 - 02-03-lessonarticle.pdf
  • 7 - Machine Learning Basics and Training Methods
  • 8 - Case Study Enhancing Customer Churn Prediction
  • 9 - 02-04-lessonarticle.pdf
  • 9 - Deep Learning Generative AI and Transformer Models
  • 10 - Case Study Transformative AI Integrating Deep Learning
  • 11 - Natural Language Processing and Multimodal Models
  • 12 - Case Study Revolutionizing Healthcare and Education with NLP and MultiModal AI
  • 13 - 02-06-lessonarticle.pdf
  • 13 - Sociotechnical AI Systems and Crossdisciplinary Collaboration
  • 14 - Case Study Integrating Technical Excellence and Social Responsibility
  • 15 - 02-07-lessonarticle.pdf
  • 15 - The History and Evolution of AI and Data Science
  • 16 - Case Study Bridging AIs Past and Present
  • 17 - Section Summary

  • 3 - Understanding AI Impacts on Society
  • 18 - Section Introduction
  • 19 - 03-01-lessonarticle.pdf
  • 19 - Individual Harms Civil Rights Safety and Economic Impact
  • 20 - Case Study Navigating AIs Challenges
  • 21 - 03-02-lessonarticle.pdf
  • 21 - Group Harms Discrimination and Bias in AI Systems
  • 22 - Case Study Addressing AI Bias
  • 23 - 03-03-lessonarticle.pdf
  • 23 - Societal Harms Democracy Education and Public Trust
  • 24 - Case Study AIs Impact on Democracy Education and Public Trust
  • 25 - 03-04-lessonarticle.pdf
  • 25 - Organizational Risks Reputational Cultural and Economic Threats
  • 26 - Case Study Navigating AI Governance
  • 27 - 03-05-lessonarticle.pdf
  • 27 - Environmental and Ecosystem Impacts of AI
  • 28 - Case Study Balancing AI Progress with Sustainability
  • 29 - 03-06-lessonarticle.pdf
  • 29 - Redistribution of Jobs and Economic Opportunities Due to AI
  • 30 - Case Study Balancing AI Integration and Workforce Reskilling
  • 31 - 03-07-lessonarticle.pdf
  • 31 - AIs Impact on Workforce and Educational Access
  • 32 - Case Study TechNovas Strategic Approach to Workforce Reskilling
  • 33 - Section Summary

  • 4 - Responsible AI Principles and Trustworthy AI
  • 34 - Section Introduction
  • 35 - 04-01-lessonarticle.pdf
  • 35 - Core Principles of Responsible AI
  • 36 - Case Study Building Ethical AI
  • 37 - 04-02-lessonarticle.pdf
  • 37 - Humancentric AI Systems
  • 38 - Case Study HumanCentric AI for Urban Traffic Management
  • 39 - 04-03-lessonarticle.pdf
  • 39 - Transparency Explainability and Accountability in AI
  • 40 - Case Study Balancing Innovation and Ethics
  • 41 - 04-04-lessonarticle.pdf
  • 41 - Safe Secure and Resilient AI Systems
  • 42 - Case Study Ensuring Ethical Secure and Resilient AI
  • 43 - 04-05-lessonarticle.pdf
  • 43 - PrivacyEnhanced AI Systems and Data Protection
  • 44 - Case Study Balancing Data Utility and Privacy in AI
  • 45 - 04-06-lessonarticle.pdf
  • 45 - OECD and EU Standards for Trustworthy AI
  • 46 - Case Study Navigating Ethical Challenges in AIDriven Healthcare Innovation
  • 47 - 04-07-lessonarticle.pdf
  • 47 - Comparison of Global Ethical Guidelines for AI
  • 48 - Case Study Navigating Global Ethical Standards for AI
  • 49 - Section Summary

  • 5 - AI Laws and Regulatory Compliance
  • 50 - Section Introduction
  • 51 - 05-01-lessonarticle.pdf
  • 51 - Overview of AISpecific Laws and Regulations
  • 52 - Case Study Navigating Global AI Regulations
  • 53 - 05-02-lessonarticle.pdf
  • 53 - NonDiscrimination Laws and AI Applications
  • 54 - Case Study Mitigating AI Bias DiversiHires Journey Through Fairness
  • 55 - 05-03-lessonarticle.pdf
  • 55 - Product Safety Laws for AI Systems
  • 56 - Case Study Ensuring AI Safety
  • 57 - 05-04-lessonarticle.pdf
  • 57 - Privacy and Data Protection in AI Systems
  • 58 - Case Study Balancing AI Innovation with Privacy and Ethics
  • 59 - 05-05-lessonarticle.pdf
  • 59 - Intellectual Property and AI Legal Considerations
  • 60 - Case Study Navigating AI and IP Law
  • 61 - 05-06-lessonarticle.pdf
  • 61 - Key Components of the EU Digital Services Act
  • 62 - Case Study Navigating DSA Compliance
  • 63 - 05-07-lessonarticle.pdf
  • 63 - The Intersection of AI and GDPR Requirements
  • 64 - Case Study Balancing AI Innovation and GDPR Compliance
  • 65 - Section Summary

  • 6 - Global AI Legal Frameworks
  • 66 - Section Introduction
  • 67 - 06-01-lessonarticle.pdf
  • 67 - Overview of the EU AI Act and Its Risk Categories
  • 68 - Case Study Implementing the EU AI Act
  • 69 - 06-02-lessonarticle.pdf
  • 69 - Requirements for HighRisk AI Systems and Foundation Models
  • 70 - Case Study Ensuring Ethical and Effective Deployment of HighRisk AI
  • 71 - 06-03-lessonarticle.pdf
  • 71 - Notification and Enforcement Mechanisms under the EU AI Act
  • 72 - Case Study TechNovas Strategic Response to EU AI Act Compliance Challenges
  • 73 - 06-04-lessonarticle.pdf
  • 73 - Canadas Artificial Intelligence and Data Act Bill C27
  • 74 - Case Study Balancing AI Innovation and Ethical Governance
  • 75 - 06-05-lessonarticle.pdf
  • 75 - Key Components of US AIrelated State Laws
  • 76 - Case Study Navigating AI Regulations
  • 77 - 06-06-lessonarticle.pdf
  • 77 - Chinas Draft Regulations on Generative AI
  • 78 - Case Study Navigating Chinas AI Regulations
  • 79 - 06-07-lessonarticle.pdf
  • 79 - Harmonizing Global AI Laws and Risk Management Frameworks
  • 80 - Case Study Harmonizing Global AI Laws
  • 81 - Section Summary

  • 7 - AI Development Life Cycle Planning
  • 82 - Section Introduction
  • 83 - 07-01-lessonarticle.pdf
  • 83 - Defining Business Objectives and AI System Scope
  • 84 - Case Study Optimizing Customer Service with AI
  • 85 - 07-02-lessonarticle.pdf
  • 85 - Determining AI Governance Structures and Responsibilities
  • 86 - Case Study Ethical AI Governance
  • 87 - 07-03-lessonarticle.pdf
  • 87 - Data Strategy Collection Labeling and Cleaning
  • 88 - Case Study TechNovas AI Chatbot Success
  • 89 - 07-04-lessonarticle.pdf
  • 89 - Model Selection Accuracy vs Interpretability
  • 90 - Case Study Balancing Accuracy and Interpretability in AI
  • 91 - 07-05-lessonarticle.pdf
  • 91 - Ethical Design in AI System Architecture
  • 92 - Case Study FairAIs Commitment to Fairness Transparency and Accountability
  • 93 - 07-06-lessonarticle.pdf
  • 93 - Understanding the Governance Challenges in AI Planning
  • 94 - Case Study Governance Challenges in AI Planning
  • 95 - 07-07-lessonarticle.pdf
  • 95 - Crossfunctional Team Collaboration in AI Planning
  • 96 - Case Study CrossFunctional Synergy
  • 97 - Section Summary

  • 8 - AI Development Life Cycle Development and Testing
  • 98 - Section Introduction
  • 99 - 08-01-lessonarticle.pdf
  • 99 - Feature Engineering for AI Models
  • 100 - Case Study Enhancing Predictive Health Analytics
  • 101 - 08-02-lessonarticle.pdf
  • 101 - Model Training Techniques and Best Practices
  • 102 - Case Study Optimizing AI for Rare Disease Detection
  • 103 - 08-03-lessonarticle.pdf
  • 103 - Model Testing and Validation Processes
  • 104 - Case Study Rigorous Testing and Ethical Considerations
  • 105 - 08-04-lessonarticle.pdf
  • 105 - Testing AI Models with Edge Cases and Adversarial Inputs
  • 106 - Case Study Ensuring Robustness and Reliability in Autonomous Drone AI
  • 107 - 08-05-lessonarticle.pdf
  • 107 - Privacypreserving Machine Learning Techniques
  • 108 - Case Study Balancing Privacy and Utility
  • 109 - 08-06-lessonarticle.pdf
  • 109 - Repeatability Assessments and Model Fact Sheets
  • 110 - Case Study Ensuring AI Model Reliability and Transparency
  • 111 - 08-07-lessonarticle.pdf
  • 111 - Conducting Algorithm Impact Assessments
  • 112 - Case Study Ensuring Fairness and Accountability
  • 113 - Section Summary

  • 9 - Implementing AI Governance and Risk Management
  • 114 - Section Introduction
  • 115 - 09-01-lessonarticle.pdf
  • 115 - Creating AI Risk Management Frameworks
  • 116 - Case Study Comprehensive AI Risk Management
  • 117 - AI Governance Infrastructure Key Roles and Responsibilities
  • 118 - Case Study Comprehensive AI Governance
  • 119 - 09-03-lessonarticle.pdf
  • 119 - Crossfunctional Collaboration in AI Governance
  • 120 - Case Study CrossFunctional Collaboration
  • 121 - 09-04-lessonarticle.pdf
  • 121 - AI Regulatory Requirements and Compliance Procedures
  • 122 - Case Study TechNovas Path to Ethical and Compliant AI
  • 123 - 09-05-lessonarticle.pdf
  • 123 - Establishing a Responsible AI Culture within Organizations
  • 124 - Case Study Establishing Responsible AI
  • 125 - 09-06-lessonarticle.pdf
  • 125 - Assessing AI Maturity Levels in Business Functions
  • 126 - Case Study Enhancing AI Maturity
  • 127 - 09-07-lessonarticle.pdf
  • 127 - Managing ThirdParty Risks in AI Systems
  • 128 - Case Study Managing ThirdParty Risks in AI
  • 129 - Section Summary

  • 10 - AI Project Management and Risk Analysis
  • 130 - Section Introduction
  • 131 - 10-01-lessonarticle.pdf
  • 131 - Scoping AI Projects Identifying Key Objectives
  • 132 - Case Study Strategic Scoping of AI Projects
  • 133 - 10-02-lessonarticle.pdf
  • 133 - Mapping AI Risks Identifying Internal and External Threats
  • 134 - Case Study Overcoming Challenges in Developing an AIDriven Recruitment Tool
  • 135 - 10-03-lessonarticle.pdf
  • 135 - Developing Risk Mitigation Strategies for AI Projects
  • 136 - Case Study Comprehensive Risk Management Strategies for Successful AI Projects
  • 137 - 10-04-lessonarticle.pdf
  • 137 - Constructing a Harms Matrix for AI Risk Assessment
  • 138 - Case Study Harms Matrix Mitigating Risks in AIDriven Cancer Diagnostics
  • 139 - 10-05-lessonarticle.pdf
  • 139 - Conducting Algorithm Impact Assessments
  • 140 - Case Study TechNovas AI Hiring Algorithm
  • 141 - 10-06-lessonarticle.pdf
  • 141 - Engaging Stakeholders in AI Risk Management
  • 142 - Case Study Ensuring Ethical AI
  • 143 - 10-07-lessonarticle.pdf
  • 143 - Data Provenance Lineage and Accuracy in AI Systems
  • 144 - Case Study Ensuring Data Integrity and Transparency in AI Systems
  • 145 - Section Summary

  • 11 - PostDeployment AI System Management
  • 146 - Section Introduction
  • 147 - 11-01-lessonarticle.pdf
  • 147 - Continuous Monitoring and Validation of AI Systems
  • 148 - Case Study Continuous Monitoring and Ethical Oversight
  • 149 - 11-02-lessonarticle.pdf
  • 149 - PostHoc Testing for AI System Accuracy and Effectiveness
  • 150 - Case Study Ensuring AI Tool Accuracy Fairness and Robustness
  • 151 - 11-03-lessonarticle.pdf
  • 151 - Managing Automation Bias in AI Systems
  • 152 - Case Study Balancing AI and Clinical Judgment
  • 153 - 11-04-lessonarticle.pdf
  • 153 - Model Versioning and Updates Best Practices
  • 154 - Case Study Structured AI Model Versioning
  • 155 - 11-05-lessonarticle.pdf
  • 155 - Managing ThirdParty Risks PostDeployment
  • 156 - Case Study Managing ThirdParty Risks
  • 157 - 11-06-lessonarticle.pdf
  • 157 - Reducing Unintended Use and Downstream Harm in AI Systems
  • 158 - Case Study Ethical Governance and Transparency in AIDriven Healthcare
  • 159 - 11-07-lessonarticle.pdf
  • 159 - Planning for AI System Deactivation and System Sunset
  • 160 - Case Study Effective Strategies for AI System Deactivation
  • 161 - Section Summary

  • 12 - AI Ethics and Accountability
  • 162 - Section Introduction
  • 163 - 12-01-lessonarticle.pdf
  • 163 - Building a Global AI Auditing Framework
  • 164 - Case Study Global AI Auditing Framework
  • 165 - 12-02-lessonarticle.pdf
  • 165 - Establishing AI Auditing Standards and Compliance Measures
  • 166 - Case Study Implementing Ethical AI Auditing
  • 167 - 12-03-lessonarticle.pdf
  • 167 - Accountability in Automated DecisionMaking Systems
  • 168 - Case Study Ensuring Accountability and Fairness in AIDriven Loan Approval
  • 169 - 12-04-lessonarticle.pdf
  • 169 - Enhancing AI Governance with Automated Compliance Tools
  • 170 - Case Study Enhancing AI Governance
  • 171 - 12-05-lessonarticle.pdf
  • 171 - Ethical Dilemmas in AI Governance and Deployment
  • 172 - Case Study Navigating Ethical Challenges in AI Deployment
  • 173 - 12-06-lessonarticle.pdf
  • 173 - Understanding AI Failures Bias Hallucinations and Errors
  • 174 - Case Study Mitigating AI Bias Hallucinations and Errors
  • 175 - 12-07-lessonarticle.pdf
  • 175 - Managing Cultural and Behavioral Change in AI Teams
  • 176 - Case Study TechNovas Journey in Managing Cultural and Behavioral Change
  • 177 - Section Summary

  • 13 - Emerging AI Technologies and Future Trends
  • 178 - Section Introduction
  • 179 - 13-01-lessonarticle.pdf
  • 179 - Advances in Generative AI and Multimodal AI Models
  • 180 - Case Study Revolutionizing Healthcare with Generative and MultiModal AI
  • 181 - 13-02-lessonarticle.pdf
  • 181 - Natural Language Processing NLP and Large Language Models
  • 182 - Case Study Revolutionizing Customer Support with NLP and LLMs
  • 183 - 13-03-lessonarticle.pdf
  • 183 - AI in Robotics Automation and Autonomous Systems
  • 184 - Case Study AIDriven Innovations
  • 185 - 13-04-lessonarticle.pdf
  • 185 - AIs Role in the Metaverse AR and VR
  • 186 - Case Study Integrating AI in the Metaverse
  • 187 - 13-05-lessonarticle.pdf
  • 187 - Emerging Trends in AI for Healthcare and Medicine
  • 188 - Case Study AI Revolutionizing Healthcare
  • 189 - 13-06-lessonarticle.pdf
  • 189 - AI in Environmental and Sustainability Applications
  • 190 - Case Study AIPowered Sustainability
  • 191 - 13-07-lessonarticle.pdf
  • 191 - Predicting the Future of AI Trends and Challenges
  • 192 - Case Study AI in Healthcare Balancing Innovation Ethics and Governance
  • 193 - Section Summary

  • 14 - AI in the SocioCultural Context
  • 194 - Section Introduction
  • 195 - 14-01-lessonarticle.pdf
  • 195 - AIs Impact on Jobs and Employment Opportunities
  • 196 - Case Study Transforming Employment
  • 197 - 14-02-lessonarticle.pdf
  • 197 - The Redistribution of Wealth and Economic Power via AI
  • 198 - Case Study Navigating Inequality Market Shifts and Regulatory Challenges
  • 199 - 14-03-lessonarticle.pdf
  • 199 - AIs Influence on Education and Lifelong Learning
  • 200 - Case Study Personalized Learning Efficiency and Inclusivity at Westbrook High
  • 201 - 14-04-lessonarticle.pdf
  • 201 - Public Trust in AI and Its Governance
  • 202 - Case Study The HealthAI Case Study on Governance and Ethical Integration
  • 203 - 14-05-lessonarticle.pdf
  • 203 - AI and Democratic Processes Challenges and Opportunities
  • 204 - Case Study AIs Impact on Democracy
  • 205 - 14-06-lessonarticle.pdf
  • 205 - Building Inclusive AI Systems for Diverse Societies
  • 206 - Case Study TechNovas Journey to Equitable Job Recruitment Systems
  • 207 - Case Study Strategic Innovation and Adaptability
  • 208 - Section Summary

  • 15 - AI Auditing Evaluation and Impact Measurement
  • 209 - Section Introduction
  • 210 - 15-01-lessonarticle.pdf
  • 210 - Methods and Tools for Conducting AI Audits
  • 211 - Case Study Comprehensive AI Audit at TechNova
  • 212 - 15-02-lessonarticle.pdf
  • 212 - Evaluating AIs Societal Impact Metrics and Approaches
  • 213 - Case Study Evaluating AIs Societal Impact
  • 214 - 15-03-lessonarticle.pdf
  • 214 - Tracking AI System Performance PostDeployment
  • 215 - Case Study Optimizing AI PostDeployment
  • 216 - 15-04-lessonarticle.pdf
  • 216 - Remediating AI System Failures and Negative Impacts
  • 217 - Case Study Enhancing AI Governance
  • 218 - 15-05-lessonarticle.pdf
  • 218 - Reporting and Communicating AI System Risks
  • 219 - Case Study Ensuring AI Integrity
  • 220 - 15-06-lessonarticle.pdf
  • 220 - Creating Ethical AI Impact Reports for Stakeholders
  • 221 - Case Study Transparency Fairness Privacy Accountability and Societal Impact
  • 222 - 15-07-lessonarticle.pdf
  • 222 - Preparing AI Systems for Continuous Evaluation and Updates
  • 223 - Case Study Continuous Improvement and Reliability
  • 224 - Section Summary

  • 16 - Contemplating Ongoing AI Issues and Challenges
  • 225 - Section Introduction
  • 226 - 16-01-lessonarticle.pdf
  • 226 - Legal Challenges of AI Tort Liability and Responsibility
  • 227 - Case Study AI Liability in Autonomous Vehicle Accidents
  • 228 - 16-02-lessonarticle.pdf
  • 228 - Intellectual Property Rights and AI System Ownership
  • 229 - Case Study AIGenerated Art and Intellectual Property
  • 230 - 16-03-lessonarticle.pdf
  • 230 - Educating Users on the Functions and Limitations of AI
  • 231 - Case Study Harnessing AI Responsibly
  • 232 - 16-04-lessonarticle.pdf
  • 232 - Addressing Workforce Upskilling and Reskilling Needs
  • 233 - Case Study Navigating AIDriven Workforce Transformation
  • 234 - 16-05-lessonarticle.pdf
  • 234 - Building a Profession of AI Auditors Standards and Training
  • 235 - Case Study Ensuring Ethical and Fair AI
  • 236 - 16-06-lessonarticle.pdf
  • 236 - Automated Governance for AI Ethical Issues
  • 237 - Case Study Ethical AI Governance
  • 238 - 16-07-lessonarticle.pdf
  • 238 - Preparing for the Future of AI Governance and Ethics
  • 239 - Case Study Navigating Ethical AI Governance
  • 240 - Section Summary

  • 17 - Course Summary
  • 241 - Conclusion
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    تاریخ انتشار: ۱۹ آذر ۱۴۰۳
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