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[{"key": "dc.contributor.advisor", "value": "Halttunen, Veikko", "language": null, "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Nurminen, Hanna", "language": null, "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2017-05-03T15:02:24Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2017-05-03T15:02:24Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2017", "language": null, "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/53777", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Teko\u00e4lyj\u00e4rjestelmi\u00e4 on tutkittu jo useiden vuosikymmenien ajan, mutta vasta l\u00e4hivuosina niit\u00e4 on menestyksekk\u00e4\u00e4sti onnistuttu ottamaan k\u00e4ytt\u00f6\u00f6n eri toimialoilla. Teko\u00e4ly k\u00e4sitteen\u00e4 on laaja ja sen rajaaminen on verrattain haastavaa. Koneoppiminen on yksi teko\u00e4lyn alakategorioista. Koneoppivalla j\u00e4rjestelm\u00e4ll\u00e4 tarkoitetaan itsen\u00e4isesti toimivaa ja oppivaa teko\u00e4lyj\u00e4rjestelm\u00e4\u00e4. Koneoppimisen hy\u00f6dyist\u00e4 ja uhista on paljon keskustelua, mutta varsinaisia tutkimustuloksia liiketoiminnallisista hy\u00f6dyist\u00e4 ei juuri ole. Tutkielmani tarkastelee koneoppimista osana organisaation kehitysstrategiaa ja erilaisia kehitysmahdollisuuksia, joita koneoppivat j\u00e4rjestelm\u00e4t voivat tarjota. Tarkoituksena on selvitt\u00e4\u00e4 koneoppimisen potentiaali kilpailuedun l\u00e4hteen\u00e4. Tutkielma on toteutettu kirjallisuuskatsauksena, jossa l\u00e4hdeaineistoa on ker\u00e4tty teko\u00e4lyn ja koneoppimisen tutkimuksesta sek\u00e4 strategisen kehitt\u00e4misen tutkimuksesta. Keskeisimm\u00e4t tulokset osoittavat koneoppivien j\u00e4rjestelmien olevan hyvin potentiaalisia kilpailuedun l\u00e4hteit\u00e4. Koneoppimisen implementointi liiketoimintaprosesseihin voi nostaa organisaation tehokkuutta ja kasvattaa kilpailuetua.", "language": "en", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted using Plone Publishing form by Hanna Nurminen (hamakrnu) on 2017-05-03 15:02:23.760338. Form: Bachelor's thesis publishing form (https://kirjasto.jyu.fi/publish-and-buy/publishing-forms/bachelor-thesis-publishing-form). JyX data: [jyx_publishing-allowed (fi) =True]", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by jyx lomake-julkaisija (jyx-julkaisija.group@korppi.jyu.fi) on 2017-05-03T15:02:24Z\nNo. of bitstreams: 2\nURN:NBN:fi:jyu-201705032175.pdf: 672680 bytes, checksum: 1cda4b816dc15057f128634c2e9ef009 (MD5)\nlicense.html: 4292 bytes, checksum: beabd167d6786f4740dd3b97ebf0ac76 (MD5)", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2017-05-03T15:02:24Z (GMT). No. of bitstreams: 2\nURN:NBN:fi:jyu-201705032175.pdf: 672680 bytes, checksum: 1cda4b816dc15057f128634c2e9ef009 (MD5)\nlicense.html: 4292 bytes, checksum: beabd167d6786f4740dd3b97ebf0ac76 (MD5)\n Previous issue date: 2017", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "39", "language": "", "element": "format", "qualifier": "extent", "schema": "dc"}, {"key": "dc.language.iso", "value": "fin", "language": null, "element": "language", "qualifier": "iso", "schema": "dc"}, {"key": "dc.rights", "value": "In Copyright", "language": "en", "element": "rights", "qualifier": null, "schema": "dc"}, {"key": "dc.subject.other", "value": "teko\u00e4ly", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "koneoppiminen", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "kilpailuetu", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "strateginen kehitt\u00e4minen", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.title", "value": "Koneoppivat j\u00e4rjestelm\u00e4t osana organisaation strategista kehitt\u00e4mist\u00e4", "language": "", "element": "title", "qualifier": null, "schema": "dc"}, {"key": "dc.type", "value": "bachelor thesis", "language": null, "element": "type", "qualifier": null, "schema": "dc"}, {"key": "dc.identifier.urn", "value": "URN:NBN:fi:jyu-201705032175", "language": null, "element": "identifier", "qualifier": "urn", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Kandidaatintutkielma", "language": "fi", "element": "type", "qualifier": "ontasot", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Bachelor's thesis", "language": "en", "element": "type", "qualifier": "ontasot", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Informaatioteknologian tiedekunta", "language": "fi", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Faculty of Information Technology", "language": "en", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Informaatioteknologia", "language": "fi", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Information Technology", "language": "en", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "University of Jyv\u00e4skyl\u00e4", "language": "en", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "Jyv\u00e4skyl\u00e4n yliopisto", "language": "fi", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Tietoj\u00e4rjestelm\u00e4tiede", "language": "fi", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Information Systems Science", "language": "en", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.date.updated", "value": "2017-05-03T15:02:25Z", "language": null, "element": "date", "qualifier": "updated", "schema": "dc"}, {"key": "dc.type.coar", "value": "http://purl.org/coar/resource_type/c_7a1f", "language": null, "element": "type", "qualifier": "coar", "schema": "dc"}, {"key": "dc.rights.accesslevel", "value": "openAccess", "language": "fi", "element": "rights", "qualifier": "accesslevel", "schema": "dc"}, {"key": "dc.type.publication", "value": "bachelorThesis", "language": null, "element": "type", "qualifier": "publication", "schema": "dc"}, {"key": "dc.rights.url", "value": "https://rightsstatements.org/page/InC/1.0/", "language": null, "element": "rights", "qualifier": "url", "schema": "dc"}]
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