book

Cognitive Computing and Big Data Analytics

by Judith S. Hurwitz, Marcia Kaufman, Adrian Bowles

March 2015

Beginner to intermediate

288 pages

8h 45m

English

Wiley

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Human Intelligence + Machine IntelligencePutting the Pieces TogetherThe Book’s FocusOverview of the Book and TechnologyHow This Book Is Organized
Cognitive Computing as a New GenerationThe Uses of Cognitive SystemsWhat Makes a System Cognitive?Gaining Insights from DataArtificial Intelligence as the Foundation of Cognitive ComputingUnderstanding CognitionTwo Systems of Judgment and ChoiceUnderstanding Complex Relationships Between SystemsThe Elements of a Cognitive SystemSummary
Components of a Cognitive SystemBuilding the CorpusBringing Data into the Cognitive SystemMachine LearningHypotheses Generation and ScoringPresentation and Visualization ServicesSummary
The Role of NLP in a Cognitive SystemSemantic WebApplying Natural Language Technologies to Business ProblemsSummary
Dealing with Human-Generated DataDefining Big DataThe Architectural Foundation for Big DataAnalytical Data WarehousesHadoopData in Motion and Streaming DataIntegration of Big Data with Traditional DataSummary
Representing KnowledgeDefining Taxonomies and OntologiesExplaining How to Represent KnowledgeModels for Knowledge RepresentationImplementation ConsiderationsSummary
Advanced Analytics Is on a Path to Cognitive ComputingKey Capabilities in Advanced AnalyticsUsing Advanced Analytics to Create ValueImpact of Open Source Tools on Advanced AnalyticsSummary
Leveraging Distributed Computing for Shared ResourcesWhy Cloud Services Are Fundamental to Cognitive Computing SystemsCharacteristics of Cloud ComputingCloud Computing ModelsDelivery Models of the CloudManaging WorkloadsSecurity and GovernanceData Integration and Management in the CloudSummary
Preparing for ChangeAdvantages of New Disruptive ModelsWhat Does Knowledge Mean to the Business?The Difference with a Cognitive Systems ApproachMeshing Data Together DifferentlyUsing Business Knowledge to Plan for the FutureAnswering Business Questions in New WaysBuilding Business Specific SolutionsMaking Cognitive Computing a RealityHow a Cognitive Application Can Change a MarketSummary
Watson DefinedAdvancing Research with a “Grand Challenge”Preparing Watson for Jeopardy!Preparing Watson for Commercial ApplicationsThe Components of DeepQA ArchitectureSummary

The Emerging Cognitive PlatformDefining the ObjectiveDefining the DomainUnderstanding the Intended Users and Defining their AttributesDefining Questions and Exploring InsightsCreating and Refining the CorporaTraining and TestingSummary
Foundations of Cognitive Computing for HealthcareConstituents in the Healthcare EcosystemLearning from Patterns in Healthcare DataBuilding on a Foundation of Big Data AnalyticsCognitive Applications across the Healthcare EcosystemStarting with a Cognitive Application for HealthcareUsing Cognitive Applications to Improve Health and WellnessUsing a Cognitive Application to Enhance the Electronic Medical RecordUsing a Cognitive Application to Improve Clinical TeachingSummary
How Cities Have OperatedThe Characteristics of a Smart CityThe Rise of the Open Data Movement Will Fuel Cognitive CitiesThe Internet of Everything and Smarter CitiesUnderstanding the Ownership and Value of DataCities Are Adopting Smarter Technology Today for Major FunctionsSmarter Approaches to Preventative HealthcareBuilding a Smarter Transportation InfrastructureUsing Analytics to Close the Workforce Skills GapCreating a Cognitive Community InfrastructureThe Next Phase of Cognitive CitiesSummary
Characteristics of Ideal Markets for Cognitive ComputingVertical Markets and IndustriesSummary
Requirements for the Next GenerationTechnical Advancements That Will Change the Future of Cognitive ComputingWhat the Future Will Look LikeEmerging InnovationsSummary

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Cognitive Computing Recipes: Artificial Intelligence Solutions Using Microsoft Cognitive Services and TensorFlow

Adnan Masood, Adnan Hashmi

Machine Learning and AI for Healthcare: Big Data for Improved Health Outcomes

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Neuro-inspired Information Processing

Alain Cappy

Cognitive Computing with IBM Watson

Robert High, Tanmay Bakshi

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Cognitive Computing Recipes: Artificial Intelligence Solutions Using Microsoft Cognitive Services and TensorFlow

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Publisher Resources

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.