{"@id":"https://credentialengineregistry.org/resources/ce-7b43c5dd-5d45-4439-922b-5778f7ec25f8","@type":"ceterms:OpenBadge","@context":"https://credreg.net/ctdl/schema/context/json","ceterms:ctid":"ce-7b43c5dd-5d45-4439-922b-5778f7ec25f8","ceterms:name":{"en-US":"WGU Certificate: Mathematics for AI"},"ceterms:image":"https://badges.parchment.com/public/badges/vSZySxRxQ66OMBVWKWF99A/image","ceterms:ownedBy":["https://credentialengineregistry.org/resources/ce-036d082d-d80e-41a7-99a0-2d63a4ad3a4a"],"ceterms:requires":[{"@type":"ceterms:ConditionProfile","ceterms:name":{"en-US":"Open Badges Criteria"},"ceterms:description":{"en-US":"Credential Detail\n\nRecipients of WGU's Mathematics for AI Certificate have demonstrated competence in the following areas via rigorous assessment activities completed through Western Governors University:\n\nCalculus I\n\nThe learner analyzes systems of differential equations and their applications in  programming contexts. \nThe learner applies rules of differentiation to solve problems involving rates of change, linear approximation, and optimization.\nThe learner determines limits and continuity of functions to solve problems.\nThe learner evaluates definite and indefinite integrals using geometry and the Fundamental Theorem of Calculus.\nThe learner solves separable differential equations and initial value problems.\n\nCalculus II for Engineers\n\nThe learner applies sequences, series, and convergence tests in engineering problem-solving.\nThe learner applies techniques of integration and numerical approximation to model and solve engineering problems.\nThe learner applies techniques of separable differential equations, parametric equations, and polar coordinates to represent and solve engineering problems.\n\nCalculus III for Engineers\n\nThe learner analyzes vector fields by evaluating line, surface, and volume integrals to model engineering systems.\nThe learner applies differentiation techniques to functions of multiple variables to solve optimization and modeling problems.\nThe learner applies vector operations in two and three dimensions to model and solve engineering problems.\n\nLinear Algebra for Engineers\n\nThe learner analyzes vector spaces, bases, and linear transformations to represent and manipulate multidimensional data.\nThe learner applies matrix methods to model and solve systems of equations arising in engineering and computing.\nThe learner determines eigenvalues, eigenvectors, and matrix factorizations to evaluate stability, optimize systems, and extract features.\n\nMathematics of AI\n\nThe learner applies concepts from linear algebra, including matrix factorization and vector spaces, to analyze and implement machine learning algorithms.\nThe learner applies concepts from multivariable calculus and optimization to analyze gradients, loss surfaces, and convergence in machine learning models.\nThe learner applies probability, statistics, and information theory to evaluate model generalization, uncertainty, and performance in AI systems.\n\nCompetency Demonstration Highlights\n\nRecipients of this credential complete the following tasks and deliverables as part of their assessment activities:\n\nApply fundamental calculus concepts to analyze and solve problems relevant to computer programming.\nApply advanced concepts from linear algebra, multivariable calculus, probability, and optimization to implement and evaluate machine learning models."},"ceterms:targetCompetency":[{"@type":"ceterms:CredentialAlignmentObject","ceterms:targetNode":"https://www.onetonline.org/link/summary/15-2051.00","ceterms:codedNotation":"15-2051.00","ceterms:frameworkName":{"en-US":"O*NET OnLine"},"ceterms:targetNodeName":{"en-US":"Data Scientists"},"ceterms:targetNodeDescription":{"en-US":"Develop and implement a set of techniques or analytics applications to transform raw data into meaningful information using data-oriented programming languages and visualization software. 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May maintain databases within an application area, working individually or coordinating database development as part of a team."}},{"@type":"ceterms:CredentialAlignmentObject","ceterms:targetNode":"https://www.onetonline.org/link/summary/15-1221.00","ceterms:codedNotation":"15-1221.00","ceterms:frameworkName":{"en-US":"O*NET OnLine"},"ceterms:targetNodeName":{"en-US":"Computer and Information Research Scientists"},"ceterms:targetNodeDescription":{"en-US":"Conduct research into fundamental computer and information science as theorists, designers, or inventors. Develop solutions to problems in the field of computer hardware and software."}}]},{"@type":"ceterms:ConditionProfile","ceterms:name":{"en-US":"Requires"},"ceterms:description":{"en-US":"Students must earn all the required Micro-credential Competency Units from WGU."},"ceterms:targetLearningOpportunity":["https://credentialengineregistry.org/resources/ce-a49e25f6-8b8a-4e6c-b0e3-9c3c9314b9cd","https://credentialengineregistry.org/resources/ce-29047f56-36df-499d-bf9e-2879dc4809aa","https://credentialengineregistry.org/resources/ce-87ceb85e-19ad-4c7e-a772-f64703f4cde8","https://credentialengineregistry.org/resources/ce-2b301f65-2e39-4124-95b4-6beed3a372e3","https://credentialengineregistry.org/resources/ce-1c3edb45-1bb2-4887-954e-87c3bf0ff957"]},{"@type":"ceterms:ConditionProfile","ceterms:name":{"en-US":"Requires 'LearningOpportunity': E067 - Calculus I"},"ceterms:description":{"en-US":"To earn this credential, candidates must complete the learning opportunity: E067 - Calculus I"},"ceterms:targetLearningOpportunity":["https://credentialengineregistry.org/resources/ce-a49e25f6-8b8a-4e6c-b0e3-9c3c9314b9cd"]},{"@type":"ceterms:ConditionProfile","ceterms:name":{"en-US":"Requires 'LearningOpportunity': E078 - Calculus II for Engineers"},"ceterms:description":{"en-US":"To earn this credential, candidates must complete the learning opportunity: E078 - Calculus II for Engineers"},"ceterms:targetLearningOpportunity":["https://credentialengineregistry.org/resources/ce-29047f56-36df-499d-bf9e-2879dc4809aa"]},{"@type":"ceterms:ConditionProfile","ceterms:name":{"en-US":"Requires 'LearningOpportunity': E079 - Calculus III for Engineers"},"ceterms:description":{"en-US":"To earn this credential, candidates must complete the learning opportunity: E079 - Calculus III for Engineers"},"ceterms:targetLearningOpportunity":["https://credentialengineregistry.org/resources/ce-87ceb85e-19ad-4c7e-a772-f64703f4cde8"]},{"@type":"ceterms:ConditionProfile","ceterms:name":{"en-US":"Requires 'LearningOpportunity': E082 - Linear Algebra for Engineers"},"ceterms:description":{"en-US":"To earn this credential, candidates must complete the learning opportunity: E082 - Linear Algebra for Engineers"},"ceterms:targetLearningOpportunity":["https://credentialengineregistry.org/resources/ce-2b301f65-2e39-4124-95b4-6beed3a372e3"]},{"@type":"ceterms:ConditionProfile","ceterms:name":{"en-US":"Requires 'LearningOpportunity': E083 - Mathematics of AI"},"ceterms:description":{"en-US":"To earn this credential, candidates must complete the learning opportunity: E083 - Mathematics of AI"},"ceterms:targetLearningOpportunity":["https://credentialengineregistry.org/resources/ce-1c3edb45-1bb2-4887-954e-87c3bf0ff957"]}],"ceterms:offeredBy":["https://credentialengineregistry.org/resources/ce-036d082d-d80e-41a7-99a0-2d63a4ad3a4a"],"ceterms:inLanguage":["en-US"],"ceterms:description":{"en-US":"Recipients of the Mathematics for AI certificate from Western Governors University have built and demonstrated competence in the mathematical foundations required for modern AI and machine learning systems, including multivariable calculus, linear algebra for machine learning, probability theory, optimization methods, and mathematical modeling."},"ceterms:credentialId":"https://api.badgr.io/public/badges/vSZySxRxQ66OMBVWKWF99A","ceterms:subjectWebpage":"https://api.badgr.io/public/badges/vSZySxRxQ66OMBVWKWF99A","ceterms:credentialStatusType":{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://credreg.net/ctdl/terms/CredentialStatus","ceterms:targetNode":"credentialStat:Active","ceterms:frameworkName":{"en-US":"Credential Status"},"ceterms:targetNodeName":{"en-US":"Active"},"ceterms:targetNodeDescription":{"en-US":"Awards of the credential are ongoing."}},"ceterms:usesVerificationService":["https://credentialengineregistry.org/resources/ce-f9faec38-2a50-4435-9f84-904baaba2db0"]}