261AAccuracyTestingcheckbox,178Acousticmodeling,170Allow-Control-Allow-Origin,92Amazon,5,194,221AppleMacintosh,50ArizonaStateUniversity(AZU),258Artificialintelligence(AI)AI-basedapplication,257algorithms,249AmazonAWS,5API-drivenmodel,255augmentedintelligence,257bigdata,5cloudcomputing,251cognitivecategories,252computervision,14computingpower,248data,249–250fabricmodel,255Facebook,5facerecognition,16fieldofcognitivecomputing,247Google,5GoogleTranslate,8historyandevolution,3imagerecognition,15knowledge,19–20language,12,19literaltranslationintoEnglish,8machines,256Microsoft,5–6MicrosoftAzure,5Microsoft'sCognitiveservices,17MLvs.
DL,9NLP,12–13NLU,12,252objectdetection,14OCR,16recommendations,254robotpushingacart,257robottakesstock,259searching,20,253sentenceinFrench,8servicesvs.
solutions,251speech,13,18–19,253speechrecognition,13technologies,258traditionaldatatechniques,5translationsystem,8truthvs.
fiction,2–3TTSandSTT,13visonservices,18voicerecognition,13BBigdata,5BingSearchAPIforNews,208–211video,211,213–214BingSpellCheckAPI,93–101BotFrameworkEmulator,151CCloudcomputing,251CognitivelanguagemodelBingSpellCheckAPI,93–96integration,LUIS,99–100keyphraseextraction,105,107–108languagedetection,102naturallanguageprocessing,93request,BingSpellCheckAPI,96–97request,languagedetection,103response,BingSpellCheckAPI,98–99response,languagedetection,104sentimentanalysis,108–110spell-checkers,95–96textanalyticsAPI,101topicdetection,110–113usageideas,113–114Index262Command-lineinterface(CLI),47–48Conditionalrandomfields(CRFs),84Conversationaluserinterface(CUI),131,247AI-hardproblem,54appointmentscheduling,65–67artificialintelligencetechniques,52–53benefits,52Botapplicationproject,60BotFramework,58–59BotFrameworkEmulator,63chat-basedpizzaorderingsystem,46CLI,47–48command-basedconversation,51defaultpage,63designprinciples,57–58developmentenvironment,59e-commerce,52emulator,64FacebookMessenger,54firstanddefaultmessages,60–62graphicalelements,47GUI,49–50MessagesControllerclass,64messagingapplications,52MicrosoftBotFramework,58naturalconversation,51systemmessages,68technologicallandscape,51text-basedconversations,46,57Twitter,55types,55userinterface,47visualStudio,62,63WhatsAppmessage,45convertTextToSpeech()method,169CreateReply()method,62CustomacousticmodelAccuracyTestingcheckbox,178acousticdataset,175adaptationdatasetspage,173additonaldetails,179audioandtranscriptionfiles,171,172,175creation,171,176–177CSS,172,176,178CustomSpeechService,172,176,178datasetspage,174importacousticdatapage,174MicrosoftCustomSpeechService,171SpeechServiceengine,174subscriptionoptions,173transcriptionfile,172Customlanguagemodel,180–181Customspeech-to-textendpoint,183–185DDescribeImage()method,36DoctorTypeentity,141DrCheckupproject,156Ee-commerce,52ELIZAcomputerprogram,74–75Explicitsearch,194ExtractText()method,39,42FFacebook,5Frequentbroughttogether(FBT),223,234–235GGetConditionintent,141,156GetDefinitionintent,81getValidToken()method,168Google,5,193GoogleAdSense,107Grammar,170Graphicaluserinterface(GUI),49–50HHealthCheckupBot,134HealthCheckupDialog,153IImagesearch,202,204–208InternetofThings(IoT),250Item-to-itemrecommendations,224J,KJSONdata,82JSONWebToken(JWT),164–165LLanguageUnderstandingIntelligentService(LUIS),19,80,252activelearning,150addingintents,135adding/labelingutterances,135–137adding,phraselist,149–150application,81automation,API,151Azuresubscription,86–89BotFramework,131,134,151263BotFrameworkEmulator,153BottoSkype,158–159CognitiveServices,80compositeentities,142–145,156–157conversationalapps,131creation,134datadictionary,133definitionapp,83,89–92entities,139,141–142entity-fullintent,154–155entity-lessintent,152extensivetraining,85–86HealthCheckupDialog,153hierachicalentities,145–147intentsandentities,133JSONdata,82languagecultures,80NEM,85noneintent,158prebuiltentities,147–148publishing,App,137,139sequentialarchitecturediagram,83text-basedconversation,81visualstudio,151webapp,84webinterface,82Lexicon,170LinguisticanalysisAPIconstituencyparsing,122,127–129part-of-speechtagging,122,125–127sentenceseparationandtokenization,122–125Logisticregressionclassifiers(LRCs),84Logisticregression(LR),84MMachinelearning(ML),7vs.
deeplearning,9hard-coding,9human-likemachines,10languagetranslation,9neuralnetwork,10non-MLlanguagetranslationalgorithm,9real-worldproblems,9reinforcementlearning,11staticprograminstructions,9supervisedlearning,11trainedmodelanddata,10unsupervisedlearning,11macOS,49MassachusettsInstituteofTechnology(MIT),75MessagesControllerclass,64,68Microsoft,5–6,114–115MicrosoftAzure,5,251MicrosoftBotFramework,58MicrosoftCognitiveClientService,184MicrosoftCognitiveServices,23MicrosoftCognitiveSpeechAPI,183MicrosoftConversationalModel,176,183MicrosoftCustomSpeechService,171MicrosoftSearchandDictationModel,176,183Minutesofameeting(MOM),114Moore'sLaw,248MS-DOS,48MSNSearch,196NNamed-entityrecognition(NEM),84,85Naturallanguageprocessing(NLP),12–13CognitiveServices,71complexities,77–78definition,72entities,73intent,73machinelearningtechniques,72NLUsystems,71,80PatomTheory,80rulesofgrammar,72statisticalmodels,79Naturallanguageunderstanding(NLU),12,19,52,74–76,131,252Netflix,221NokiaS60,50NuGetpackage,162OOpticalcharacterrecognition(OCR),16Oxfordspeech,163PParseQueryString()function,38Part-of-speech(POS)tagging,85Phonemes,170Phrase,81Pragmatics,78Pronunciationdata,182–183QQnAMaker,20RRecommendationsasynchronousoperation,232catalogfile,226–228CognitiveServices,225customer-to-item,224FBT,223,234–235HTTPrequest,232264item-to-item,224machinelearning,225Microsoft,222modelsandtypes,225,229Netflix,221offlineevaluation,241–242parameters,230–231product-relateddata,226ranking,236–238settingrules,240–241statisticalmodel,227UI,242,244–245usagefile,228Reinforcementlearning,11RESTAPIs,23RestSharp,168–169SSearchofferingsAPIs,197–202BingNewsSearchAPI,208–211BingSearch,193,197Bingvideosearch,211,213–218enterpriseandsocialapplications,194explicitsearch,194Googlesearch,193imagesearch,202,204–208MSNSearch,196pervasive,195predictive,195proactive,195Semantics,77SmartAdaptiveRecommendation(SAR),229,238–240Software-as-a-service(SaaS),17Speakerrecognitionauthentication,186enrollment–identification,190enrollment-verification,186–188identification,191MicrosoftCognitivemodel,186operationstatus,191–192verificationProfileID,188verificationvs.
identification,186,189SpeechAPIaccessibility-basedapplication,161acousticmodeling,170Azurecloudserver,164BingNuGetpackage,163BingSpeechAPI,164,166CognitiveSearchAPI,163CognitiveServices,161getValidToken()method,168grammar,170languagemodel,170lexicon,170MicrosoftSpeech,170NuGetpackage,162,163phonemes,170RESTAPI,163RestSharp,168–169speechendpoint,166–167speechrecognition,164,167speechsynthesis,167–169SSML,169VisualStudio2017,162Speech-basedmodel,167SpeechSynthesisMarkupLanguage(SSML),167Speech-to-text(STT),13Supervisedlearning,11Syntax,77TText-to-speech(TTS),13,167Truthvs.
fiction,2–3Twitter,52,55UUNIX/Linux,49Unsupervisedlearning,11Userinterface(UI),47VVisualstudio(VS)Azureaccount,25–26cognitiveservices,24developmentenvironment,24RESTAPIs,23VisualStudio2017,33,36,162AI-basedapplication,33–39APItesting,30–31,33cognitiveservicesaccount,27–29extractingtext,39–42subscriptionKey(s),29–30VoicePrintModel,186W,X,Y,ZWebLanguageModel(WebLM)Bingsearchpage,115conditionalprobability,119jointprobability,117–118languagetranslationsystems,114nextwordprediction,120–121webpages,114wordbreaking,116–117WhatsApp,52Windows,icons,menus,pointer(WIMP),49Recommendations(cont.
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