{"title":"Decision Science","description":null,"products":[{"product_id":"leveraging-deep-learning-for-natural-language-processing-course","title":"Leveraging Deep Learning for Natural Language Processing Course","description":"\u003cdiv\u003e\u003cp\u003eIn this \u003cstrong\u003eNatural Language Processing course\u003c\/strong\u003e, you will learn how to navigate the various text pre-processing techniques and select the best neural network architecture for Natural Language Processing.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eLeveraging Deep Learning for Natural Language Processing Course Benefits\u003c\/h3\u003e\n\u003cul\u003e\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you learn how to:\u003c\/strong\u003e \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUnderstand various pre-processing techniques for deep learning problems.\u003c\/li\u003e\n\u003cli\u003eBuild a vector representation of text using word2vec and GloVe.\u003c\/li\u003e\n\u003cli\u003eCreate a named entity recognizer and parts-of-speech tagger with Apache OpenNLP.\u003c\/li\u003e\n\u003cli\u003eBuild a machine translation model in Keras, a deep learning API.\u003c\/li\u003e\n\u003cli\u003eDevelop a text Career Stages application using Long short-term memory (LSTM).\u003c\/li\u003e\n\u003cli\u003eBuild a trigger word detection application using an attention model.\u003c\/li\u003e\n\u003cli\u003eTest your knowledge in the included end-of-course exam.\u003c\/li\u003e\n\u003cli\u003eContinue learning and face new challenges with after-course one-on-one instructor coaching.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eNatural Language Processing Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 1: Introduction to Natural Language Processing\u003c\/h4\u003e\n\u003cp\u003eIn this module, you will learn about:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eThe basics of Natural Language Processing and its applications\u003c\/li\u003e\n\u003cli\u003ePopular text pre-processing techniques\u003c\/li\u003e\n\u003cli\u003eWord2vec and Glove word embeddings Sentiment classification\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 2: Applications of Natural Language Processing\u003c\/h4\u003e\n\u003cp\u003eIn this module, you will learn about: \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eNamed Entity Recognition and how to develop it using popular libraries\u003c\/li\u003e\n\u003cli\u003eParts of Speech Tagging\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 3: Introduction to Neural Networks\u003c\/h4\u003e\n\u003cp\u003eIn this module, you will learn about:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eBasics of Gradient descent and backpropagation.\u003c\/li\u003e\n\u003cli\u003eFundamentals of Deep Learning, Keras and deploying a Model-as-a-Service (MaaS)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 4: Foundations of Convolutional Neural Networks (CNN)\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIn this module, you will learn about CNN architecture, application areas, and implementation using Keras.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 5: Recurrent Neural Networks (RNN)\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIn this module, you will learn about RNN architecture, application areas, vanishing gradients, and implementation using Keras.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 6: Gated Recurrent Units (GRU)\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIn this module, you will learn about GRU architecture, application areas, and implementation using Keras.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 7: Long Short-Term Memory (LSTM)\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIn this module, you will learn about LSTM architecture, application areas, and implementation using Keras.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 8: State of the Art in Natural Language Processing\u003c\/h4\u003e\n\u003cp\u003eIn this module, you will learn how to:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003ePerform Attention Model and Beam search\u003c\/li\u003e\n\u003cli\u003eUse End to End models for speech processing\u003c\/li\u003e\n\u003cli\u003eUse Dynamic Neural Networks to answer questions\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 9: A Practical NLP Project Workflow in an Organization\u003c\/h4\u003e\n\u003cp\u003eIn this module, you will learn how to:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eAcquire data using free datasets and crowdsourcing\u003c\/li\u003e\n\u003cli\u003eUse cloud infrastructure, such as the Google collab notebook, to train deep learning NLP models\u003c\/li\u003e\n\u003cli\u003eWrite a Flask framework server Rest\u003cabbr title=\"Application Programming Interface\"\u003eAPI\u003c\/abbr\u003e to deploy a model\u003c\/li\u003e\n\u003cli\u003eDeploy the web service on cloud infrastructures such as Amazon Elastic Compute Cloud (Amazon EC2) or Docker Cloud\u003c\/li\u003e\n\u003cli\u003eLeverage the promising techniques in \u003cabbr title=\"Natural Language Processing\"\u003eNLP\u003c\/abbr\u003e, such as Bidirectional Encoder Representations from Transformers (BERT)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Logical Operations","offers":[{"title":"268A54US \/ 2026-08-26T09:00:00 \/ Herndon, VA","offer_id":47534217461979,"sku":"US-1278-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"26BA95US \/ 2026-11-23T09:00:00 \/ Herndon, VA","offer_id":48216566169819,"sku":"US-1278-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"272A64US \/ 2027-02-24T09:00:00 \/ Herndon, VA","offer_id":48294630752475,"sku":"US-1278-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"275A88US \/ 2027-05-26T09:00:00 \/ Herndon, VA","offer_id":48805407162587,"sku":"US-1278-IL","price":2228.0,"currency_code":"USD","in_stock":true}]},{"product_id":"introduction-to-decision-analysis","title":"Introduction to Decision Analysis","description":"\u003cdiv\u003e\n\u003cp\u003eThis hands-on Introduction to Decision Analysis gives you the tools to make better, more informed and justifiable decisions. The focus is on thinking creatively about issues and then applying structured, formal analysis to spur action. A range of tools are considered, providing a comprehensive toolkit for those willing to enhance the effectiveness of their organizational or personal decision-making.\u003c\/p\u003e\r\n\u003cp\u003e\u003cbr\u003eThis course focuses on lightweight, rapid, \"agile\" modeling ---cycling rapidly between problems, definitions, analyses, conclusions and actions. Emphasis is placed on structuring assumptions, as opposed to mathematical modeling.\u003c\/p\u003e\r\n\u003cp\u003e\u003cbr\u003eThe course does not provide a \"deep dive\" into the techniques presented. Instead, it will give you an overview of the field and form a foundation for a deeper study of the most appropriate techniques for your current and future decision-making needs.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eIntroduction to Decision Analysis Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this Decision Analysis training, you will learn how to:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eStructure your decision analysis projects.\u003c\/li\u003e\n\u003cli\u003eUnderstand and interpret uncertainty.\u003c\/li\u003e\n\u003cli\u003eRecognize and mitigate psychological biases.\u003c\/li\u003e\n\u003cli\u003eUncover cause and effect relationships.\u003c\/li\u003e\n\u003cli\u003eEvaluate alternatives using multi-criteria decision analysis.\u003c\/li\u003e\n\u003cli\u003ePeer into the future using forecasting.\u003c\/li\u003e\n\u003cli\u003eApply game theory to develop a strategy in the face of competition.\u003c\/li\u003e\n\u003cli\u003eExplore complex issues using network analysis and simulation.\u003c\/li\u003e\n\u003cli\u003eLeverage the benefits, and avoid the pitfalls, of teams in the decision-making process.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003eFamiliarity with Microsoft Excel and a basic understanding of mathematical concepts at a high-school level are prerequisites for participants.\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eDecision Analysis Course Outline \u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 1: Introduction to decision analysis\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eWhat makes a good decision?\u003c\/li\u003e\n\u003cli\u003eHistory of decision analysis\u003c\/li\u003e\n\u003cli\u003eProblem solving\u003c\/li\u003e\n\u003cli\u003eCreative thinking\u003c\/li\u003e\n\u003cli\u003eData science vs decision analysis\u003c\/li\u003e\n\u003cli\u003eBulletproof Problem Solving\u003c\/li\u003e\n\u003cli\u003eOODA loop\u003c\/li\u003e\n\u003cli\u003eConducting research\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 2: Uncertainty\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eDefinition and categorization\u003c\/li\u003e\n\u003cli\u003eThinking probabilistically\u003c\/li\u003e\n\u003cli\u003eExpected value\u003c\/li\u003e\n\u003cli\u003eVisualizing uncertainty\u003c\/li\u003e\n\u003cli\u003eUtility curves\u003c\/li\u003e\n\u003cli\u003ePsychological biases\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 3: Statistical modelling and inference\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eCorrelation\u003c\/li\u003e\n\u003cli\u003eRegression\u003c\/li\u003e\n\u003cli\u003eMonte Carlo methods\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 4: Evaluating options\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eForced ranking\u003c\/li\u003e\n\u003cli\u003eDecision matrices\u003c\/li\u003e\n\u003cli\u003eMulti-criteria decision analysis Decision trees\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 5: Forecasting\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eTime series\u003c\/li\u003e\n\u003cli\u003eExpert judgement\u003c\/li\u003e\n\u003cli\u003ePrediction markets\u003c\/li\u003e\n\u003cli\u003eScenario planning\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 6: Interactive decision-making\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eStakeholder analysis\u003c\/li\u003e\n\u003cli\u003eGame theory\u003c\/li\u003e\n\u003cli\u003eConfrontation analysis\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 7: Systems thinking\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eFeedback loops\u003c\/li\u003e\n\u003cli\u003eInfluence diagrams\u003c\/li\u003e\n\u003cli\u003eSystem dynamics\u003c\/li\u003e\n\u003cli\u003eStrategy mapping\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 8: Group decision making\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eWisdom of crowds\u003c\/li\u003e\n\u003cli\u003eDelphi method\u003c\/li\u003e\n\u003cli\u003eVoting\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"267A59US \/ 2026-07-07T09:00:00 \/ Herndon, VA","offer_id":47534197080283,"sku":"US-1255-IL","price":2512.0,"currency_code":"USD","in_stock":true},{"title":"26AA78US \/ 2026-10-06T09:00:00 \/ Herndon, VA","offer_id":48216583831771,"sku":"US-1255-IL","price":2512.0,"currency_code":"USD","in_stock":true},{"title":"271A75US \/ 2027-01-05T09:00:00 \/ Herndon, VA","offer_id":48216583864539,"sku":"US-1255-IL","price":2512.0,"currency_code":"USD","in_stock":true},{"title":"274A49US \/ 2027-04-06T09:00:00 \/ Herndon, VA","offer_id":48567540121819,"sku":"US-1255-IL","price":2512.0,"currency_code":"USD","in_stock":true}]},{"product_id":"mastering-data-stewardship-hands-on","title":"Mastering Data Stewardship: Hands-On","description":"\u003cdiv\u003e\n\u003cp\u003eUnlock the power of data with our intensive 3-day Data Steward course. Designed for data professionals, this hands-on program covers essential topics such as Data Management, Data Governance, Data Analytics, Data Modelling, and Modern Data Architecture.\u003c\/p\u003e\r\n\u003cp\u003eGain practical experience through real-world exercises and learn to leverage industry standards, best practices, and cutting-edge technologies. This course will equip you with the skills and knowledge necessary to effectively manage and govern your organization's data assets.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eMastering Data Stewardship: Hands-On Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eIn this course, you will:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDive deep into data fundamentals, management, governance, analytics, modelling, and architecture.\u003c\/li\u003e\n\u003cli\u003eApply your knowledge with practical exercises using common data storage, analytics, and modelling services.\u003c\/li\u003e\n\u003cli\u003eLearn the latest standards, processes, and technologies from experienced instructors.\u003c\/li\u003e\n\u003cli\u003eEnhance your skills and advance your career as a data professional with roles like Data Architect, Data Engineer, and Data Modeler.\u003c\/li\u003e\n\u003cli\u003eUnderstand the policies, procedures, and roles critical for managing data security, integrity, and compliance.\u003c\/li\u003e\n\u003cli\u003eStay current with scalable data lakes, purpose-built analytics services, and unified data access and governance solutions.\u003cb\u003e\u003c\/b\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eTraining Prerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eAttendees should understand the basic concepts of data management, core data services and technologies, and how the cloud can be used for data management.\u003c\/li\u003e\n\u003cli\u003eExperience with Microsoft Azure Portal would be beneficial.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eMastering Data Stewardship Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eData Fundamentals\u003c\/h4\u003e\n\u003cp\u003eData Overview\u003c\/p\u003e\n\u003cp\u003eDatabases\u003c\/p\u003e\n\u003cp\u003eData Lakes\u003c\/p\u003e\n\u003cp\u003eData Warehouses\u003c\/p\u003e\n\u003cp\u003eData Analytics\u003c\/p\u003e\n\u003cp\u003eMachine Learning and Artificial Intelligence\u003c\/p\u003e\n\u003cp\u003eBusiness Insights\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eData Management\u003c\/h4\u003e\n\u003cp\u003eData Management Overview\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eCollecting, storing, securing, and using an organization’s data\u003c\/li\u003e\n\u003cli\u003eData quality management\u003c\/li\u003e\n\u003cli\u003eData distribution and consistency\u003c\/li\u003e\n\u003cli\u003eBig data management\u003c\/li\u003e\n\u003cli\u003eData architecture and data modeling\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData Management Organizations\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData Management Association (DAMA)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData Management Roles and Responsibilities\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData Architect\u003c\/li\u003e\n\u003cli\u003eData Engineer\u003c\/li\u003e\n\u003cli\u003eData Modeler\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData Management Processes\u003c\/p\u003e\n\u003cp\u003eData Management Workflow\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData Collection\u003c\/li\u003e\n\u003cli\u003eData Processing\u003c\/li\u003e\n\u003cli\u003eData Distribution\u003c\/li\u003e\n\u003cli\u003eData Discovery\u003c\/li\u003e\n\u003cli\u003eData Analysis\u003c\/li\u003e\n\u003cli\u003eData Archiving\u003c\/li\u003e\n\u003cli\u003eRepurposing\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData Management Services and Applications\u003c\/p\u003e\n\u003cp\u003eCreating a Data Management Plan\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eData Analytics\u003c\/h4\u003e\n\u003cp\u003eData Analytics Overview\u003c\/p\u003e\n\u003cp\u003eData Analytics Process\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData collection\u003c\/li\u003e\n\u003cli\u003eData storage\u003c\/li\u003e\n\u003cli\u003eData processing\u003c\/li\u003e\n\u003cli\u003eData cleansing\u003c\/li\u003e\n\u003cli\u003eData analysis\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData collection\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExtract Transform Load (ETL)\u003c\/li\u003e\n\u003cli\u003eExtract Load Transform (ELT)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData storage\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData warehouses\u003c\/li\u003e\n\u003cli\u003eData lakes\u003c\/li\u003e\n\u003cli\u003eComparing data lakes and data warehouses\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData processing\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eCentralized processing\u003c\/li\u003e\n\u003cli\u003eDistributed processing\u003c\/li\u003e\n\u003cli\u003eBatch processing\u003c\/li\u003e\n\u003cli\u003eReal-time processing\u003c\/li\u003e\n\u003cli\u003eData cleansing\u003c\/li\u003e\n\u003cli\u003eData analysis\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData Analytics\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDescriptive analytics\u003c\/li\u003e\n\u003cli\u003eDiagnostic analytics\u003c\/li\u003e\n\u003cli\u003ePredictive analytics\u003c\/li\u003e\n\u003cli\u003ePrescriptive analytics\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eComputing techniques used in data analytics\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eNatural language processing\u003c\/li\u003e\n\u003cli\u003eText mining\u003c\/li\u003e\n\u003cli\u003eSensor data analysis\u003c\/li\u003e\n\u003cli\u003eOutlier analysis\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eData Modelling\u003c\/h4\u003e\n\u003cp\u003eData Modelling Overview\u003c\/p\u003e\n\u003cp\u003eConceptual Data Models: Big picture view of data\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eWhat data a system contains\u003c\/li\u003e\n\u003cli\u003eData attributes and conditions or constraints on data\u003c\/li\u003e\n\u003cli\u003eWhat business rules data relates to\u003c\/li\u003e\n\u003cli\u003eHow data is best organized\u003c\/li\u003e\n\u003cli\u003eSecurity and data integrity requirements\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eLogical Data Models: Mapping conceptual data classes to technical data structures\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData types of various attributes\u003c\/li\u003e\n\u003cli\u003eRelationships between data entities\u003c\/li\u003e\n\u003cli\u003ePrimary attributes or key fields in data\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003ePhysical Data Models: Mapping logical data models to a DBMS\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData field types as represented in a DBMS\u003c\/li\u003e\n\u003cli\u003eData relationships as represented in a DBMS\u003c\/li\u003e\n\u003cli\u003ePerformance tuning\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData Modeling Techniques\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eHierarchical data modeling\u003c\/li\u003e\n\u003cli\u003eGraph data modeling\u003c\/li\u003e\n\u003cli\u003eRelational data modeling\u003c\/li\u003e\n\u003cli\u003eEntity-relationship data modeling\u003c\/li\u003e\n\u003cli\u003eObject-oriented data modeling\u003c\/li\u003e\n\u003cli\u003eDimensional data modeling\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData Modeling Process\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eOverview\u003c\/li\u003e\n\u003cli\u003eIdentify entities and properties\u003c\/li\u003e\n\u003cli\u003eIdentify relationships between entities\u003c\/li\u003e\n\u003cli\u003eIdentify data modeling technique\u003c\/li\u003e\n\u003cli\u003eOptimize and iterate\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModern Data Architecture\u003c\/h4\u003e\n\u003cp\u003eModern Data Architecture Overview\u003c\/p\u003e\n\u003cp\u003eScalable Data Lakes\u003c\/p\u003e\n\u003cp\u003ePurpose-Built Analytics Services\u003c\/p\u003e\n\u003cp\u003eUnified Data Access\u003c\/p\u003e\n\u003cp\u003eUnified Data Governance\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eData Governance\u003c\/h4\u003e\n\u003cp\u003eData Governance Overview\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003ePolicies and procedures an organization implements to manage data security, integrity, and responsible data use\u003c\/li\u003e\n\u003cli\u003eRegulatory compliance\u003c\/li\u003e\n\u003cli\u003eData security and access control\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData Governance Organizations\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData Governance Institute\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eData Governance Roles and Responsibilities\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData Governance Council\/Data Administrator\u003c\/li\u003e\n\u003cli\u003eData Steward\u003c\/li\u003e\n\u003cli\u003eData Custodian\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eHands-On Exercises:\u003c\/h4\u003e\n\u003col\u003e\n\u003cli\u003eHands-on Exercise: Creating a Data Lake\u003c\/li\u003e\n\u003cli\u003eHands-on Exercise: Collecting Data with Extract Transform Load (ETL)\u003c\/li\u003e\n\u003cli\u003eHands-on Exercise: Performing Data Cleansing\u003c\/li\u003e\n\u003cli\u003eHands-on Exercise: Performing Data Analytics\u003c\/li\u003e\n\u003cli\u003eHands-on Exercise: Implementing the Data Modelling Process\u003c\/li\u003e\n\u003cli\u003eHands-on Exercise: Creating Conceptual Data Models\u003c\/li\u003e\n\u003cli\u003eHands-on Exercise: Creating Logical Data Models\u003c\/li\u003e\n\u003cli\u003eHands-on Exercise: Creating Physical Data Models\u003c\/li\u003e\n\u003cli\u003eHands-on Exercise: Examining Data Modeling Techniques\u003c\/li\u003e\n\u003cli\u003eHands-on Exercise: Examining the Data Modeling Process\u003c\/li\u003e\n\u003c\/ol\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"267A81US \/ 2026-07-22T09:00:00 \/ Herndon, VA","offer_id":47534206124251,"sku":"US-1287-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"269C44US \/ 2026-09-16T09:00:00 \/ Herndon, VA","offer_id":48216561549531,"sku":"US-1287-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"26BB26US \/ 2026-11-23T09:00:00 \/ Herndon, VA","offer_id":48216561582299,"sku":"US-1287-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"271B26US \/ 2027-01-20T09:00:00 \/ Herndon, VA","offer_id":48216561615067,"sku":"US-1287-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"273B06US \/ 2027-03-17T09:00:00 \/ Herndon, VA","offer_id":48377299009755,"sku":"US-1287-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"275B16US \/ 2027-05-19T09:00:00 \/ Herndon, VA","offer_id":48783417311451,"sku":"US-1287-IL","price":2228.0,"currency_code":"USD","in_stock":true}]}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0691\/4143\/0491\/collections\/wn4AuVFQT72fLAl1MylK_95f20cc1-baa7-4f4d-8fe5-b621be1ccee2.jpg?v=1780655639","url":"https:\/\/learningtreeinternational-dirinfosec-hhs.myshopify.com\/collections\/decision-science.oembed","provider":"Learning Tree International","version":"1.0","type":"link"}