{"@id":"https://credentialengineregistry.org/resources/ce-90786286-0453-4ba0-bdd5-08d047bacdb2","@type":"ceterms:Certificate","@context":"https://credreg.net/ctdl/schema/context/json","ceterms:ctid":"ce-90786286-0453-4ba0-bdd5-08d047bacdb2","ceterms:name":{"en-US":"Natural Language Processing with Python Certificate"},"ceterms:ownedBy":["https://credentialengineregistry.org/resources/ce-81c1d15f-61df-4714-92bc-73ab4e433363"],"ceterms:requires":[{"@type":"ceterms:ConditionProfile","ceterms:name":{"en-US":"Entry Conditions"},"ceterms:creditValue":[{"@type":"ceterms:ValueProfile","schema:value":144.0,"ceterms:creditUnitType":[{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://credreg.net/ctdl/terms/CreditUnit","ceterms:targetNode":"creditUnit:ContactHour","ceterms:frameworkName":{"en-US":"Credit Unit"},"ceterms:targetNodeName":{"en-US":"Contact Hour"},"ceterms:targetNodeDescription":{"en-US":"Credit that is issued or accepted as being related to one or more temporal hours of instruction presented to students."}}]}],"ceterms:description":{"en-US":"In order to be successful in this program, students should have a working knowledge of Python programming as well as college-level knowledge of linear algebra and statistics."}}],"ceterms:offeredBy":["https://credentialengineregistry.org/resources/ce-81c1d15f-61df-4714-92bc-73ab4e433363"],"ceterms:identifier":[{"@type":"ceterms:IdentifierValue","ceterms:identifierTypeName":{"en-US":"Program_System_ID"},"ceterms:identifierValueCode":"13644"},{"@type":"ceterms:IdentifierValue","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"1 - Adams County Workforce \u0026 Business Center"},{"@type":"ceterms:IdentifierValue","ceterms:identifierTypeName":{"en-US":"WIOA Funded - No"},"ceterms:identifierValueCode":"11 - Pueblo Workforce Center"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"1 - Adams County Workforce \u0026 Business Center"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"2 - Arapahoe/Douglas Works!"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"3 - Broomfield Workforce Center"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"4 - \"Denver Workforce Center - Office of Economic Development, Divison of Workforce Development\""},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"5 - Larimer County Workforce Center"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"6 - Employment Service-Weld County"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"7 - Jefferson County Workforce Center"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"8 - Workforce Boulder County"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"9 - Pikes Peak Workforce Center"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"10 - Mesa County Workforce Center"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - No"},"ceterms:identifierValueCode":"11 - Pueblo Workforce Center"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"12 - Mountain - Rural Resort"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"13 - Northwest Region - Colorado Rural Workforce Consortium"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - No"},"ceterms:identifierValueCode":"14 - Upper Arkansas Region - Colorado Rural Workforce Consortium"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - No"},"ceterms:identifierValueCode":"15 - Southwest Region - Colorado Rural Workforce Consortium"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - Yes"},"ceterms:identifierValueCode":"16 - Western Region - Colorado Rural Workforce Consortium"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - No"},"ceterms:identifierValueCode":"17 - Southeast Region - Colorado Rural Workforce Consortium"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - No"},"ceterms:identifierValueCode":"18 - Eastern Region - Colorado Rural Workforce Consortium"},{"@type":"ceterms:IdentifierValue","ceterms:identifierType":"colorado:ETPL_WIOA_Funding","ceterms:identifierTypeName":{"en-US":"WIOA Funded - No"},"ceterms:identifierValueCode":"19 - Southcentral Region - Colorado Rural Workforce Consortium"}],"ceterms:inLanguage":["en"],"ceterms:availableAt":[{"@type":"ceterms:Place","ceterms:name":{"en-US":"Ithaca Location"},"ceterms:latitude":42.4228127,"ceterms:longitude":-76.5021224,"ceterms:postalCode":"14850","ceterms:addressRegion":{"en-US":"New York"},"ceterms:streetAddress":{"en-US":"950 Danby Road, Suite 150"},"ceterms:addressCountry":{"en-US":"United States"},"ceterms:addressLocality":{"en-US":"Ithaca"}}],"ceterms:description":{"en-US":"There's an abundance of textual information in the world, and more is being created each day. Working with this vast amount of text is a significant challenge for humans, as it would be impossible for individuals to read millions of web search queries, product descriptions, emails, and articles. The answer is natural language processing (NLP). NLP solutions continue to expand, with more and more applications in machine learning and beyond being discovered every day. Organizations employ NLP for textual analysis and classification as well as more advanced tasks such as writing, coding, and reasoning.    In this certificate program, you'll cover the fundamentals of NLP, including how to teach a computer where a word starts and ends, as well as more advanced skills like how to program a computer to determine what sentences mean. Throughout the courses, you'll have the opportunity to implement numerous string and text processing techniques, work with machine learning algorithms to determine how similar documents are to one another, and train machine learning models to optimize the extraction of meaningful data from documents. While gaining valuable practice with Python functions and expressions, you will also master the ability to process text using NLP-specific packages, including Natural Language Tool Kit (NLTK), Gensim, spaCy, regex, and SentenceTransformers, that can be used to extend Python's power. By the end of the program, you will have the theoretical basis and technical expertise to apply NLP in the workplace, to your innovations, and beyond.    In order to be successful in this program, students should have a working knowledge of Python programming as well as college-level knowledge of linear algebra and statistics.    The courses in this certificate program are required to be completed in the order that they appear.    Course list  Natural Language Processing Fundamentals  Transforming Text Into Numeric Vectors  Classifying Documents With Supervised Machine Learning  Topic Modeling With Unsupervised Machine Learning  Clustering Documents With Unsupervised Machine Learning  Conducting Semantic and Sentiment Analysis"},"ceterms:estimatedCost":[{"@type":"ceterms:CostProfile","ceterms:name":{"en-US":"Cost Profile"},"ceterms:price":3750.0,"ceterms:currency":"US Dollar","ceterms:costDetails":"https://www.ecornell.com/","ceterms:description":{"en-US":"This is the summary of the costs associated with this credential."},"ceterms:directCostType":{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://credreg.net/ctdl/terms/CostType","ceterms:targetNode":"costType:Tuition","ceterms:frameworkName":{"en-US":"Cost Type"},"ceterms:targetNodeName":{"en-US":"Tuition"},"ceterms:targetNodeDescription":{"en-US":"Cost for teaching and instruction."}}},{"@type":"ceterms:CostProfile","ceterms:name":{"en-US":"Cost Profile"},"ceterms:price":3750.0,"ceterms:currency":"US Dollar","ceterms:costDetails":"https://www.ecornell.com/","ceterms:description":{"en-US":"This is the summary of the costs associated with this credential."},"ceterms:directCostType":{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://credreg.net/ctdl/terms/CostType","ceterms:targetNode":"costType:AggregateCost","ceterms:frameworkName":{"en-US":"Cost Type"},"ceterms:targetNodeName":{"en-US":"Aggregate Cost"},"ceterms:targetNodeDescription":{"en-US":"Sum of direct costs."}}},{"@type":"ceterms:CostProfile","ceterms:name":{"en-US":"Cost Profile"},"ceterms:price":0.0,"ceterms:currency":"US Dollar","ceterms:costDetails":"https://www.ecornell.com/","ceterms:description":{"en-US":"This is the summary of the costs associated with this credential."},"ceterms:directCostType":{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://credreg.net/ctdl/terms/CostType","ceterms:targetNode":"costType:ProgramSpecificFee","ceterms:frameworkName":{"en-US":"Cost Type"},"ceterms:targetNodeName":{"en-US":"Program Specific Fee"},"ceterms:targetNodeDescription":{"en-US":"Additional cost for participation with a specific program or course of study such as engineering, business, and nursing."}}},{"@type":"ceterms:CostProfile","ceterms:name":{"en-US":"Cost Profile"},"ceterms:price":0.0,"ceterms:currency":"US Dollar","ceterms:costDetails":"https://www.ecornell.com/","ceterms:description":{"en-US":"This is the summary of the costs associated with this credential."},"ceterms:directCostType":{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://credreg.net/ctdl/terms/CostType","ceterms:targetNode":"costType:MixedFees","ceterms:frameworkName":{"en-US":"Cost Type"},"ceterms:targetNodeName":{"en-US":"Mixed Fees"},"ceterms:targetNodeDescription":{"en-US":"The sum of fees that are not identified individually."}}},{"@type":"ceterms:CostProfile","ceterms:name":{"en-US":"Cost Profile"},"ceterms:price":0.0,"ceterms:currency":"US Dollar","ceterms:costDetails":"https://www.ecornell.com/","ceterms:description":{"en-US":"This is the summary of the costs associated with this credential."},"ceterms:directCostType":{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://credreg.net/ctdl/terms/CostType","ceterms:targetNode":"costType:LearningResource","ceterms:frameworkName":{"en-US":"Cost Type"},"ceterms:targetNodeName":{"en-US":"Learning Resource"},"ceterms:targetNodeDescription":{"en-US":"Cost for one or more learning resources."}}},{"@type":"ceterms:CostProfile","ceterms:name":{"en-US":"Cost Profile"},"ceterms:price":0.0,"ceterms:currency":"US Dollar","ceterms:costDetails":"https://www.ecornell.com/","ceterms:description":{"en-US":"This is the summary of the costs associated with this credential."},"ceterms:directCostType":{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://credreg.net/ctdl/terms/CostType","ceterms:targetNode":"costType:OptionalCharges","ceterms:frameworkName":{"en-US":"Cost Type"},"ceterms:targetNodeName":{"en-US":"Optional Charges"},"ceterms:targetNodeDescription":{"en-US":"Cost for additional fees, other services, equipment, or facilities that are not required."}}}],"ceterms:occupationType":[{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://www.onetcenter.org/taxonomy.html","ceterms:targetNode":"https://www.onetonline.org/link/summary/15-1131.00","ceterms:codedNotation":"15-1131.00","ceterms:frameworkName":{"en-US":"Standard Occupational Classification"},"ceterms:targetNodeName":{"en-US":"Computer Programmers"},"ceterms:targetNodeDescription":{"en-US":"Create, modify, and test the code, forms, and script that allow computer applications to run. Work from specifications drawn up by software developers or other individuals. May assist software developers by analyzing user needs and designing software solutions. May develop and write computer programs to store, locate, and retrieve specific documents, data, and information."}},{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://www.onetcenter.org/taxonomy.html","ceterms:targetNode":"https://www.onetonline.org/link/summary/15-1132.00","ceterms:codedNotation":"15-1132.00","ceterms:frameworkName":{"en-US":"Standard Occupational Classification"},"ceterms:targetNodeName":{"en-US":"Software Developers, Applications"},"ceterms:targetNodeDescription":{"en-US":"Develop, create, and modify general computer applications software or specialized utility programs. Analyze user needs and develop software solutions. Design software or customize software for client use with the aim of optimizing operational efficiency. May analyze and design databases within an application area, working individually or coordinating database development as part of a team. May supervise computer programmers."}},{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://www.onetcenter.org/taxonomy.html","ceterms:targetNode":"https://www.onetonline.org/link/summary/15-1133.00","ceterms:codedNotation":"15-1133.00","ceterms:frameworkName":{"en-US":"Standard Occupational Classification"},"ceterms:targetNodeName":{"en-US":"Software Developers, Systems Software"},"ceterms:targetNodeDescription":{"en-US":"Research, design, develop, and test operating systems-level software, compilers, and network distribution software for medical, industrial, military, communications, aerospace, business, scientific, and general computing applications. Set operational specifications and formulate and analyze software requirements. May design embedded systems software. Apply principles and techniques of computer science, engineering, and mathematical analysis."}}],"ceterms:subjectWebpage":"https://www.ecornell.com/","ceterms:audienceLevelType":[{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://credreg.net/ctdl/terms/AudienceLevel","ceterms:targetNode":"audLevel:PostSecondaryLevel","ceterms:frameworkName":{"en-US":"Audience Level"},"ceterms:targetNodeName":{"en-US":"Post-Secondary Level"},"ceterms:targetNodeDescription":{"en-US":"Intended for those who have completed secondary level school programs or equivalent."}}],"ceterms:estimatedDuration":[{"@type":"ceterms:DurationProfile","ceterms:exactDuration":"P4.5M"}],"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:learningDeliveryType":[{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://credreg.net/ctdl/terms/Delivery","ceterms:targetNode":"deliveryType:OnlineOnly","ceterms:frameworkName":{"en-US":"Delivery Type"},"ceterms:targetNodeName":{"en-US":"Online Only"},"ceterms:targetNodeDescription":{"en-US":"Delivery is only via the Internet."}}],"ceterms:instructionalProgramType":[{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://nces.ed.gov/ipeds/cipcode/Default.aspx?y=56","ceterms:targetNode":"https://nces.ed.gov/ipeds/cipcode/cipdetail.aspx?y=56\u0026cip=11.0202","ceterms:codedNotation":"11.0202","ceterms:frameworkName":{"en-US":"Classification of Instructional Programs"},"ceterms:targetNodeName":{"en-US":"Computer Programming, Specific Applications"},"ceterms:targetNodeDescription":{"en-US":"A program that prepares individuals to apply the knowledge and skills of general computer programming to the solution of specific operational problems and customization requirements presented by individual software users and organizational users.  Includes training in specific types of software and its installation and maintenance."}}]}