{"id":296,"date":"2021-11-02T14:58:31","date_gmt":"2021-11-02T13:58:31","guid":{"rendered":"https:\/\/databasecamp.de\/?page_id=296"},"modified":"2021-12-20T21:48:05","modified_gmt":"2021-12-20T20:48:05","slug":"kuenstliche-intelligenz","status":"publish","type":"page","link":"https:\/\/databasecamp.de\/kuenstliche-intelligenz","title":{"rendered":"K\u00fcnstliche Intelligenz"},"content":{"rendered":"\n<img decoding=\"async\" src=\"https:\/\/vg05.met.vgwort.de\/na\/341e717a6b6c44f08ee3cc30d41a8624\" width=\"1\" height=\"1\" alt=\"\">\n\n\n\n<p>Machine Learning (kurz: ML, deutsch: K\u00fcnstliche Intelligenz) bestimmt in zunehmendem Ma\u00dfe die Gesch\u00e4ftswelt, weil es eine verl\u00e4ssliche Vorhersage in vielen Bereichen bietet, die gen\u00fcgend und qualitativ hochwertige Daten besitzen. Das Ziel dieses Kapitels ist es, die grundlegendsten Algorithmen in Bereich von K\u00fcnstliche Intelligenz zu verstehen und unterscheiden zu k\u00f6nnen. Dazu m\u00fcssen wir wissen, was K\u00fcnstliche Intelligenz genau tut. <\/p>\n\n\n\n<h3 id='aufgaben-von-machine-learning'  id=\"boomdevs_1\" class=\"wp-block-heading\" >Aufgaben von Machine Learning<\/h3>\n\n\n\n<p>Machine Learning macht es m\u00f6glich, dass Computersysteme erlernen, wie Aufgaben gel\u00f6st werden k\u00f6nnen, ohne dass diese L\u00f6sung explizit programmiert wurde. Die Modelle werden mit Daten gef\u00fcttert und entscheiden in vielen Trainingsschritten, wie sie ihre Vorhersage weiter verbessern k\u00f6nnen, um der Realit\u00e4t so nahe wie m\u00f6glich kommen zu k\u00f6nnen. <\/p>\n\n\n\n<p>Die ersten dieser Systeme gab es bereits in den 1950er Jahren. Im <em><a href=\"https:\/\/ieeexplore.ieee.org\/xpl\/RecentIssue.jsp?punumber=5288520\" target=\"_blank\" rel=\"noreferrer noopener\">IBM Journal of Research and Development<\/a><\/em> ver\u00f6ffentlichte Arthur Lee Samuels schon 1959 einen Beitrag \u00fcber einen selbst lernenden Algorithmus f\u00fcr das Spiel Dame. <\/p>\n\n\n\n<h3 id='einige-unserer-beitr\u00e4ge-im-bereich-k\u00fcnstliche-intelligenz'  id=\"boomdevs_2\" class=\"wp-block-heading\" >Einige unserer Beitr\u00e4ge im Bereich K\u00fcnstliche Intelligenz<\/h3>\n\n\n<style id=\"sp_pcp_dynamic_style311\">#pcp_wrapper-311:not(.sps-glossary-layout) .sp-pcp-row,#pcp_wrapper-311 .sps-glossary-items-group .sps-glossary-items-content {margin-right: -10px;margin-left: -10px;}#pcp_wrapper-311 .sp-pcp-row [class*='sp-pcp-col-']{padding-right: 10px;padding-left: 10px; padding-bottom:20px;}.pcp-wrapper-311 .sp-pcp-title a {color: #111;display: inherit;} .pcp-wrapper-311 .sp-pcp-title a:hover {color: #e1a100;}.pcp-wrapper-311 .sp-pcp-post-content{color: #444; }#pcp_wrapper-311 .sp-pcp-post {padding: 0 0 0 0;}#pcp_wrapper-311.sp-slider_layout .sp-pcp-post .sp-pcp-post-details {top: 0; right:0; bottom:0; left:0;}#pcp_wrapper-311 .sp-pcp-post {border: 0px solid #e2e2e2; border-radius: 0px }#pcp_wrapper-311 .sp-pcp-post{background-color: transparent;}#pcp_wrapper-311 .pcp-post-thumb-wrapper{border: 0px solid #dddddd;border-radius:0px;}.pcp-wrapper-311 .sp-pcp-post-meta li,.pcp-wrapper-311 .sp-pcp-post-meta ul,.pcp-wrapper-311 .sp-pcp-post-meta li a{color: #888;}.pcp-wrapper-311 .sp-pcp-post-meta li a:hover{color: #e1a100;}#pcp_wrapper-311 .pcp-readmore-link{ background: transparent; color: #111; border: 1px solid #888; border-radius: 0px; } #pcp_wrapper-311 .pcp-readmore-link:hover { background-color: #e1a100; color: #fff; border-color: #e1a100; }#pcp_wrapper-311 .pcp-post-pagination .page-numbers.current, #pcp_wrapper-311 .pcp-post-pagination a.active , #pcp_wrapper-311 .pcp-post-pagination a:hover{ color: #ffffff; background: #e1a100; border-color: #e1624b; }#pcp_wrapper-311 .pcp-post-pagination .page-numbers, .pcp-post-pagination a{ background: #ffffff; color:#5e5e5e; border: 2px solid #bbbbbb;border-radius: 2px; }#pcp_wrapper-311 .pcp-post-pagination{text-align: left;}@media (min-width: 1200px) {.sp-pcp-row .sp-pcp-col-xl-1 {flex: 0 0 100%;}.sp-pcp-row .sp-pcp-col-xl-2 {flex: 1 1 calc( 50% - 20px);}.sp-pcp-row .sp-pcp-col-xl-3 {flex: 1 1 calc( 33.333% - 20px);}.sp-pcp-row .sp-pcp-col-xl-4 {flex: 1 1 calc( 25% - 20px);}.sp-pcp-row .sp-pcp-col-xl-5 { flex: 1 1 calc( 20% - 20px);}.sp-pcp-row .sp-pcp-col-xl-6 {flex: 1 1 calc( 16.66666666666667% - 20px);}.sp-pcp-row .sp-pcp-col-xl-7 {flex: 1 1 calc( 14.28571428% - 20px);}.sp-pcp-row .sp-pcp-col-xl-8 {flex: 1 1 calc( 12.5% - 20px);}}@media (max-width: 1200px) {.sp-pcp-row .sp-pcp-col-lg-1 {flex: 0 0 100%;}.sp-pcp-row .sp-pcp-col-lg-2 {flex: 1 1 calc( 50% - 20px);}.sp-pcp-row .sp-pcp-col-lg-3 {flex: 1 1 calc( 33.333% - 20px);}.sp-pcp-row .sp-pcp-col-lg-4 {flex: 1 1 calc( 25% - 20px);}.sp-pcp-row .sp-pcp-col-lg-5 { flex: 1 1 calc( 20% - 20px);}.sp-pcp-row .sp-pcp-col-lg-6 {flex: 1 1 calc( 16.66666666666667% - 20px);}.sp-pcp-row .sp-pcp-col-lg-7 {flex: 1 1 calc( 14.28571428% - 20px);}.sp-pcp-row .sp-pcp-col-lg-8 {flex: 1 1 calc( 12.5% - 20px);}}@media (max-width: 992px) {.sp-pcp-row .sp-pcp-col-md-1 {flex: 0 0 100%;}.sp-pcp-row .sp-pcp-col-md-2 {flex: 1 1 calc( 50% - 20px);}.sp-pcp-row .sp-pcp-col-md-2-5 {flex: 0 0 75%;}.sp-pcp-row .sp-pcp-col-md-3 {flex: 1 1 calc( 33.333% - 20px);}.sp-pcp-row .sp-pcp-col-md-4 {flex: 1 1 calc( 25% - 20px);}.sp-pcp-row .sp-pcp-col-md-5 { flex: 1 1 calc( 20% - 20px);}.sp-pcp-row .sp-pcp-col-md-6 {flex: 1 1 calc( 16.66666666666667% - 20px);}.sp-pcp-row .sp-pcp-col-md-7 {flex: 1 1 calc( 14.28571428% - 20px);}.sp-pcp-row .sp-pcp-col-md-8 {flex: 1 1 calc( 12.5% - 20px);}}@media (max-width: 768px) {.sp-pcp-row .sp-pcp-col-sm-1 {flex: 0 0 100%;}.sp-pcp-row .sp-pcp-col-sm-2 {flex: 1 1 calc( 50% - 20px);}.sp-pcp-row .sp-pcp-col-sm-2-5 {flex: 0 0 75%;}.sp-pcp-row .sp-pcp-col-sm-3 {flex: 1 1 calc( 33.333% - 20px);}.sp-pcp-row .sp-pcp-col-sm-4 {flex: 1 1 calc( 25% - 20px);}.sp-pcp-row .sp-pcp-col-sm-5 { flex: 1 1 calc( 20% - 20px);}.sp-pcp-row .sp-pcp-col-sm-6 {flex: 1 1 calc( 16.66666666666667% - 20px);}.sp-pcp-row .sp-pcp-col-sm-7 {flex: 1 1 calc( 14.28571428% - 20px);}.sp-pcp-row .sp-pcp-col-sm-8 {flex: 1 1 calc( 12.5% - 20px);}}@media (max-width: 420px) {.sp-pcp-row .sp-pcp-col-xs-1 {flex: 0 0 100%;}.sp-pcp-row .sp-pcp-col-xs-2 {flex: 1 1 calc( 50% - 20px);}.sp-pcp-row .sp-pcp-col-xs-3 {flex: 1 1 calc( 33.333% - 20px);}.sp-pcp-row .sp-pcp-col-xs-4 {flex: 1 1 calc( 25% - 20px);}.sp-pcp-row .sp-pcp-col-xs-5 { flex: 1 1 calc( 20% - 20px);}.sp-pcp-row .sp-pcp-col-xs-6 {flex: 1 1 calc( 16.66666666666667% - 20px);}.sp-pcp-row .sp-pcp-col-xs-7 {flex: 1 1 calc( 14.28571428% - 20px);}.sp-pcp-row .sp-pcp-col-xs-8 {flex: 1 1 calc( 12.5% - 20px);}}<\/style>\n<div id=\"pcp_wrapper-311\" class=\"sp-pcp-section sp-pcp-container pcp-wrapper-311\">\n\t<div class=\"sp-pcp-row\">\n\t\t\t\t<div class=\" sp-pcp-col-xs-1 sp-pcp-col-sm-1 sp-pcp-col-md-2 sp-pcp-col-lg-3 sp-pcp-col-xl-3\">\n\t\t\t\t\t\t<div class=\"sp-pcp-post pcp-item-10183\" data-id=\"10183\">\n\t\t\t\t\t\t\t\t<div class=\"pcp-post-thumb-wrapper\">\n\t\t\t\t\t<div class=\"sp-pcp-post-thumb-area\">\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"sp-pcp-thumb\" href=\"https:\/\/databasecamp.de\/ki\/boltzmann-maschine\" target=\"_self\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/databasecamp.de\/wp-content\/uploads\/Boltzmann-Machine-930x620.png\" width=\"930\" height=\"620\" alt=\"Boltzmann Machine \/ Boltzmann Maschine\">\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<h2 class=\"sp-pcp-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/databasecamp.de\/ki\/boltzmann-maschine\" target=\"_self\">Was ist eine Boltzmann Maschine?<\/a>\t\t\t\t\t\t\t<\/h2>\n\t\t\t\t\t\t<div class=\"sp-pcp-post-meta\">\n\t\t\t<ul><li>\t\t\t\t\t<i class=\"fa fa-calendar\"><\/i>\n\t\t\t\t\t<time class=\"entry-date published updated\">27. September 2025<\/time>\n\t\t\t\t\t<\/li><\/ul>\t\t<\/div>\n\t\t\t\t\t<div class=\"sp-pcp-post-content\">\n\t\t\t<p>Die Leistungsf\u00e4higkeit von Boltzmann Maschinen freisetzen: Von der Theorie zu Anwendungen im Deep Learning und deren Rolle in der KI.<\/p>\n\t\t<div class=\"sp-pcp-readmore\">\n\t\t\t\t\t\t\t<a class=\"pcp-readmore-link\" target=\"_self\" href=\"https:\/\/databasecamp.de\/ki\/boltzmann-maschine\">\n\t\t\t\t\t\tWeiterlesen <\/a>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\" sp-pcp-col-xs-1 sp-pcp-col-sm-1 sp-pcp-col-md-2 sp-pcp-col-lg-3 sp-pcp-col-xl-3\">\n\t\t\t\t\t\t<div class=\"sp-pcp-post pcp-item-10778\" data-id=\"10778\">\n\t\t\t\t\t\t\t\t<div class=\"pcp-post-thumb-wrapper\">\n\t\t\t\t\t<div class=\"sp-pcp-post-thumb-area\">\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"sp-pcp-thumb\" href=\"https:\/\/databasecamp.de\/ki\/gini-unreinheit\" target=\"_self\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/databasecamp.de\/wp-content\/uploads\/Gini-Coefficient-930x620.png\" width=\"930\" height=\"620\" alt=\"Gini Impurity \/ Gini-Unreinheit\">\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<h2 class=\"sp-pcp-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/databasecamp.de\/ki\/gini-unreinheit\" target=\"_self\">Was ist die Gini-Unreinheit?<\/a>\t\t\t\t\t\t\t<\/h2>\n\t\t\t\t\t\t<div class=\"sp-pcp-post-meta\">\n\t\t\t<ul><li>\t\t\t\t\t<i class=\"fa fa-calendar\"><\/i>\n\t\t\t\t\t<time class=\"entry-date published updated\">20. September 2025<\/time>\n\t\t\t\t\t<\/li><\/ul>\t\t<\/div>\n\t\t\t\t\t<div class=\"sp-pcp-post-content\">\n\t\t\t<p>Erforschen Sie die Gini-Unreinheit: Eine wichtige Metrik f\u00fcr die Gestaltung von Entscheidungsb\u00e4umen beim maschinellen Lernen.<\/p>\n\t\t<div class=\"sp-pcp-readmore\">\n\t\t\t\t\t\t\t<a class=\"pcp-readmore-link\" target=\"_self\" href=\"https:\/\/databasecamp.de\/ki\/gini-unreinheit\">\n\t\t\t\t\t\tWeiterlesen <\/a>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\" sp-pcp-col-xs-1 sp-pcp-col-sm-1 sp-pcp-col-md-2 sp-pcp-col-lg-3 sp-pcp-col-xl-3\">\n\t\t\t\t\t\t<div class=\"sp-pcp-post pcp-item-10370\" data-id=\"10370\">\n\t\t\t\t\t\t\t\t<div class=\"pcp-post-thumb-wrapper\">\n\t\t\t\t\t<div class=\"sp-pcp-post-thumb-area\">\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"sp-pcp-thumb\" href=\"https:\/\/databasecamp.de\/ki\/hesse-matrix\" target=\"_self\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/databasecamp.de\/wp-content\/uploads\/Hessian-Matrix-930x620.png\" width=\"930\" height=\"620\" alt=\"Hessian Matrix \/ Hesse Matrix\">\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<h2 class=\"sp-pcp-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/databasecamp.de\/ki\/hesse-matrix\" target=\"_self\">Was ist die Hesse Matrix?<\/a>\t\t\t\t\t\t\t<\/h2>\n\t\t\t\t\t\t<div class=\"sp-pcp-post-meta\">\n\t\t\t<ul><li>\t\t\t\t\t<i class=\"fa fa-calendar\"><\/i>\n\t\t\t\t\t<time class=\"entry-date published updated\">23. August 2025<\/time>\n\t\t\t\t\t<\/li><\/ul>\t\t<\/div>\n\t\t\t\t\t<div class=\"sp-pcp-post-content\">\n\t\t\t<p>Erforschen Sie die Hesse Matrix: Ihre Mathematik, Anwendungen in der Optimierung und maschinellen Lernen.<\/p>\n\t\t<div class=\"sp-pcp-readmore\">\n\t\t\t\t\t\t\t<a class=\"pcp-readmore-link\" target=\"_self\" href=\"https:\/\/databasecamp.de\/ki\/hesse-matrix\">\n\t\t\t\t\t\tWeiterlesen <\/a>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\" sp-pcp-col-xs-1 sp-pcp-col-sm-1 sp-pcp-col-md-2 sp-pcp-col-lg-3 sp-pcp-col-xl-3\">\n\t\t\t\t\t\t<div class=\"sp-pcp-post pcp-item-10350\" data-id=\"10350\">\n\t\t\t\t\t\t\t\t<div class=\"pcp-post-thumb-wrapper\">\n\t\t\t\t\t<div class=\"sp-pcp-post-thumb-area\">\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"sp-pcp-thumb\" href=\"https:\/\/databasecamp.de\/ki\/early-stopping\" target=\"_self\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/databasecamp.de\/wp-content\/uploads\/Early-Stopping-930x620.png\" width=\"930\" height=\"620\" alt=\"Early Stopping\">\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<h2 class=\"sp-pcp-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/databasecamp.de\/ki\/early-stopping\" target=\"_self\">Was ist Early Stopping?<\/a>\t\t\t\t\t\t\t<\/h2>\n\t\t\t\t\t\t<div class=\"sp-pcp-post-meta\">\n\t\t\t<ul><li>\t\t\t\t\t<i class=\"fa fa-calendar\"><\/i>\n\t\t\t\t\t<time class=\"entry-date published updated\">16. August 2025<\/time>\n\t\t\t\t\t<\/li><\/ul>\t\t<\/div>\n\t\t\t\t\t<div class=\"sp-pcp-post-content\">\n\t\t\t<p>Beherrschen Sie die Kunst des Early Stoppings: Verhindern Sie Overfitting, sparen Sie Ressourcen und optimieren Sie Ihre ML-Modelle.<\/p>\n\t\t<div class=\"sp-pcp-readmore\">\n\t\t\t\t\t\t\t<a class=\"pcp-readmore-link\" target=\"_self\" href=\"https:\/\/databasecamp.de\/ki\/early-stopping\">\n\t\t\t\t\t\tWeiterlesen <\/a>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\" sp-pcp-col-xs-1 sp-pcp-col-sm-1 sp-pcp-col-md-2 sp-pcp-col-lg-3 sp-pcp-col-xl-3\">\n\t\t\t\t\t\t<div class=\"sp-pcp-post pcp-item-10304\" data-id=\"10304\">\n\t\t\t\t\t\t\t\t<div class=\"pcp-post-thumb-wrapper\">\n\t\t\t\t\t<div class=\"sp-pcp-post-thumb-area\">\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"sp-pcp-thumb\" href=\"https:\/\/databasecamp.de\/ki\/gepulste-neuronale-netze\" target=\"_self\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/databasecamp.de\/wp-content\/uploads\/Spiking-Neural-Networks-930x620.png\" width=\"930\" height=\"620\" alt=\"Spiking Neural Networks \/ Gepulste Neuronale Netze\">\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<h2 class=\"sp-pcp-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/databasecamp.de\/ki\/gepulste-neuronale-netze\" target=\"_self\">Was sind Gepulste Neuronale Netze?<\/a>\t\t\t\t\t\t\t<\/h2>\n\t\t\t\t\t\t<div class=\"sp-pcp-post-meta\">\n\t\t\t<ul><li>\t\t\t\t\t<i class=\"fa fa-calendar\"><\/i>\n\t\t\t\t\t<time class=\"entry-date published updated\">9. August 2025<\/time>\n\t\t\t\t\t<\/li><\/ul>\t\t<\/div>\n\t\t\t\t\t<div class=\"sp-pcp-post-content\">\n\t\t\t<p>Tauchen Sie ein in die Zukunft der KI mit Gepulste Neuronale Netze, die Pr\u00e4zision, Energieeffizienz und bioinspiriertes Lernen neu denken.<\/p>\n\t\t<div class=\"sp-pcp-readmore\">\n\t\t\t\t\t\t\t<a class=\"pcp-readmore-link\" target=\"_self\" href=\"https:\/\/databasecamp.de\/ki\/gepulste-neuronale-netze\">\n\t\t\t\t\t\tWeiterlesen <\/a>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\" sp-pcp-col-xs-1 sp-pcp-col-sm-1 sp-pcp-col-md-2 sp-pcp-col-lg-3 sp-pcp-col-xl-3\">\n\t\t\t\t\t\t<div class=\"sp-pcp-post pcp-item-10296\" data-id=\"10296\">\n\t\t\t\t\t\t\t\t<div class=\"pcp-post-thumb-wrapper\">\n\t\t\t\t\t<div class=\"sp-pcp-post-thumb-area\">\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"sp-pcp-thumb\" href=\"https:\/\/databasecamp.de\/ki\/rmsprop\" target=\"_self\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/databasecamp.de\/wp-content\/uploads\/RMSprop-930x620.png\" width=\"930\" height=\"620\" alt=\"RMSprop\">\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<h2 class=\"sp-pcp-title\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/databasecamp.de\/ki\/rmsprop\" target=\"_self\">Was ist RMSprop?<\/a>\t\t\t\t\t\t\t<\/h2>\n\t\t\t\t\t\t<div class=\"sp-pcp-post-meta\">\n\t\t\t<ul><li>\t\t\t\t\t<i class=\"fa fa-calendar\"><\/i>\n\t\t\t\t\t<time class=\"entry-date published updated\">2. August 2025<\/time>\n\t\t\t\t\t<\/li><\/ul>\t\t<\/div>\n\t\t\t\t\t<div class=\"sp-pcp-post-content\">\n\t\t\t<p>Meistern Sie die RMSprop-Optimierung f\u00fcr neuronale Netze. Erforschen Sie RMSprop, Mathematik, Anwendungen und Hyperparameter.<\/p>\n\t\t<div class=\"sp-pcp-readmore\">\n\t\t\t\t\t\t\t<a class=\"pcp-readmore-link\" target=\"_self\" href=\"https:\/\/databasecamp.de\/ki\/rmsprop\">\n\t\t\t\t\t\tWeiterlesen <\/a>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<span class=\"sp-pcp-pagination-data\" style=\"display:none;\"><\/span>\n\n\t\t<nav class=\"pcp-post-pagination pcp-on-desktop\">\n\t\t\t<span aria-current=\"page\" class=\"page-numbers current\">1<\/span><a class=\"page-numbers\" href=\"https:\/\/databasecamp.de\/wp-json\/wp\/v2\/pages\/296\/?paged311=2\">2<\/a><a class=\"page-numbers\" href=\"https:\/\/databasecamp.de\/wp-json\/wp\/v2\/pages\/296\/?paged311=3\">3<\/a><a class=\"next page-numbers\" href=\"https:\/\/databasecamp.de\/wp-json\/wp\/v2\/pages\/296\/?paged311=2\"><i class=\"fa fa-angle-right\"><\/i><\/a>\t\t<\/nav>\n\t\t\t\t\t<nav class=\"pcp-post-pagination pcp-on-mobile\">\n\t\t\t<span aria-current=\"page\" class=\"page-numbers current\">1<\/span><a class=\"page-numbers\" href=\"https:\/\/databasecamp.de\/wp-json\/wp\/v2\/pages\/296\/?paged311=2\">2<\/a><a class=\"page-numbers\" href=\"https:\/\/databasecamp.de\/wp-json\/wp\/v2\/pages\/296\/?paged311=3\">3<\/a><a class=\"next page-numbers\" href=\"https:\/\/databasecamp.de\/wp-json\/wp\/v2\/pages\/296\/?paged311=2\"><i class=\"fa fa-angle-right\"><\/i><\/a>\t\t<\/nav>\n\t\t\t\t<\/div>\n\n\n\n\n<h3 id='warum-ist-k\u00fcnstliche-intelligenz-wieder-im-trend'  id=\"boomdevs_3\" class=\"wp-block-heading\" >Warum ist K\u00fcnstliche Intelligenz wieder im Trend?<\/h3>\n\n\n\n<p>Obwohl das Paper von Arthur Lee Samuels bereits vor \u00fcber 60 Jahren ver\u00f6ffentlicht wurde, hat das Thema Machine Learning erst in den letzten Jahren wirklich an Fahrt aufgenommen. Es gibt verschiedene Gr\u00fcnde, warum die Entwicklung f\u00fcr viele Jahre weitestgehend pausiert war: <\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Die Leistung von Computer Prozessoren ist deutlich gestiegen und wir sind mittlerweile in der Lage, mehr Computerleistung auf weniger Fl\u00e4che zu haben. <\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/databasecamp.de\/wp-content\/uploads\/moores-law-1024x662.jpeg\" alt=\"Das Diagramm zeigt das sogenannte Moore's Law f\u00fcr K\u00fcnstliche Intelligenz (Machine Learning). Es beschreibt die Entwicklung der Rechenleistung pro Jahr.\" class=\"wp-image-858\" width=\"609\" height=\"393\" srcset=\"https:\/\/databasecamp.de\/wp-content\/uploads\/moores-law-1024x662.jpeg 1024w, https:\/\/databasecamp.de\/wp-content\/uploads\/moores-law-300x194.jpeg 300w, https:\/\/databasecamp.de\/wp-content\/uploads\/moores-law-768x496.jpeg 768w, https:\/\/databasecamp.de\/wp-content\/uploads\/moores-law-1536x993.jpeg 1536w, https:\/\/databasecamp.de\/wp-content\/uploads\/moores-law.jpeg 2047w\" sizes=\"(max-width: 609px) 100vw, 609px\" \/><figcaption>Moore&#8217;s Law f\u00fcr Rechenleistung | Foto: <a href=\"https:\/\/evobsession.com\/tesla-has-done-something-no-other-automaker-has-assumed-the-mantle-of-moores-law\/\" target=\"_blank\" rel=\"noreferrer noopener\">evobsession.com<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<ul class=\"wp-block-list\"><li>Gro\u00dfe Datenmengen k\u00f6nnen mittlerweile deutlich g\u00fcnstiger gespeichert und verwaltet werden. Hinzu kommt, dass neue Speichertechnologien es vereinfacht haben, Datens\u00e4tze zu analysieren. <\/li><li>Mittlerweile nutzen wir f\u00fcr viele Anwendungsf\u00e4lle ganze Computer-Cluster auf denen rechenintensive Aufgaben aufgeteilt werden. Dadurch hat die Berechnungszeit der Modelle zus\u00e4tzlich abgenommen und gro\u00dfe Datenanalysen k\u00f6nnen in kurzer Zeit bew\u00e4ltigt werden. <\/li><li>Durch die bereits genannten Punkte hat auch die Bereitschaft zur <a href=\"http:\/\/www.databasecamp.de\/daten\" target=\"_blank\" rel=\"noreferrer noopener\">Datensammlung<\/a> auch \u00fcber Unternehmen hinaus stark zugenommen. Dadurch stehen neben Maschinen- und Unternehmensdaten auch gro\u00dfe Mengen an Social Media Daten, Wetterdaten oder medizinischen Daten zur Verf\u00fcgung. <\/li><li>Die neuesten Entwicklungen sind beispielsweise \u00fcber <a href=\"https:\/\/databasecamp.de\/python\" target=\"_blank\" rel=\"noreferrer noopener\">Python<\/a>-Bibliotheken sehr vielen Menschen zug\u00e4nglich. Dar\u00fcber hinaus kann man kostenlos im Google Colab auf rechenstarke Maschinen zur\u00fcckgreifen. Dadurch hat sich weltweit eine gro\u00dfe Community gebildet, die aktiv ML anwendet und weiterentwickelt. <\/li><\/ul>\n\n\n\n<h3 id='was-bedeutet-k\u00fcnstliche-intelligenz'  id=\"boomdevs_4\" class=\"wp-block-heading\" >Was bedeutet K\u00fcnstliche Intelligenz?<\/h3>\n\n\n\n<p>Der Begriff KI l\u00e4sst sich nicht eindeutig definieren. Dies h\u00e4ngt damit zusammen, dass sich auch der Begriff Intelligenz nicht endg\u00fcltig definieren l\u00e4sst. Im Allgemeinen wird gerne zwischen sogenannter &#8220;Broad AI&#8221; (deutsch: Starke KI) und &#8220;Narrow AI&#8221; (deutsch: Schwacher KI) unterschieden. <\/p>\n\n\n\n<p>Bei der Broad AI handelt es sich um Modelle und Algorithmen, die generelle Problemstellungen l\u00f6sen, also lesen, rechnen, schreiben, Vorhersagen treffen etc. Ohne den einzelnen Beitr\u00e4ge hier vorgreifen zu wollen: Das ist heute noch nicht m\u00f6glich und auch noch in weiter Ferne. Algorithmen, die sich sehr gut f\u00fcr alle sprachlichen Anwendungen (\u00dcbersetzen, Sprachverst\u00e4ndnis, etc.) eignen k\u00f6nnen nicht rechnen und andersrum. <\/p>\n\n\n\n<p>Alle Modelle, die wir zum heutigen Zeitpunkt haben, sind der Narrow AI zuzuordnen. Sie sind f\u00fcr ein klar definiertes Problem sehr gut geeignet und m\u00f6glicherweise darin sogar besser als ein Mensch. Das klassische Beispiel daf\u00fcr sind verschiedene Algorithmen f\u00fcr Brettspiele, in denen die Maschine bereits den Menschen geschlagen hat. <\/p>\n\n\n\n<p>Dar\u00fcber hinaus besch\u00e4ftigt sich ein Teil der aktuellen Literatur nun auch damit, dass die KI Algorithmen auch ein wirkliches Verst\u00e4ndnis entwickeln f\u00fcr das, was sie da tun. Bisher wurden viele Modelle vor allem darauf trainiert, statistische Korrelationen zu erkennen und abbilden zu k\u00f6nnen. Mittlerweile werden erste Algorithmen jedoch auch darauf trainiert ein Verst\u00e4ndnis f\u00fcr die Daten zu entwickeln.<\/p>\n\n\n\n<h3 id='zusammenfassung'  id=\"boomdevs_5\" class=\"wp-block-heading\" >Zusammenfassung<\/h3>\n\n\n\n<p>K\u00fcnstliche Intelligenz begegnet uns heutzutage in nahezu jedem Bereich des Lebens, ob im Beruf, beim privaten Surfen im Netz oder \u00fcber E-Mails und andere Nachrichten, die perfekt auf unseren Geschmack zugeschnitten sind. Deshalb ist es durchaus hilfreich ein Grundverst\u00e4ndnis der einzelnen Modelle und Algorithmen zu entwickeln. Dadurch kann man die Grenzen von K\u00fcnstliche Intelligenz verstehen oder auch selbst f\u00fcr sein Unternehmen M\u00f6glichkeiten entdecken.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine Learning (kurz: ML, deutsch: K\u00fcnstliche Intelligenz) bestimmt in zunehmendem Ma\u00dfe die Gesch\u00e4ftswelt, weil es eine verl\u00e4ssliche Vorhersage in vielen Bereichen bietet, die gen\u00fcgend und qualitativ hochwertige Daten besitzen. Das Ziel dieses Kapitels ist es, die grundlegendsten Algorithmen in Bereich von K\u00fcnstliche Intelligenz zu verstehen und unterscheiden zu k\u00f6nnen. Dazu m\u00fcssen wir wissen, was K\u00fcnstliche&hellip;&nbsp;<a href=\"https:\/\/databasecamp.de\/ki\/rmsprop\" class=\"\" rel=\"bookmark\">Weiterlesen &raquo;<span class=\"screen-reader-text\">Was ist RMSprop?<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-296","page","type-page","status-publish","hentry"],"rankMath":{"parentDomain":"databasecamp.de","noFollowDomains":[],"noFollowExcludeDomains":[],"noFollowExternalLinks":false,"featuredImageNotice":"The featured image should be at least 200 by 200 pixels to be picked up by Facebook and other social media sites.","pluginReviewed":false,"postSettings":{"linkSuggestions":true,"useFocusKeyword":false},"frontEndScore":false,"postName":"rmsprop","permalinkFormat":"https:\/\/databasecamp.de\/ki\/%postname%","showLockModifiedDate":true,"assessor":{"focusKeywordLink":"https:\/\/databasecamp.de\/wp-admin\/edit.php?focus_keyword=%focus_keyword%&post_type=%post_type%","hasTOCPlugin":{"top-table-of-contents\/boomdevs-toc.php":"TOP Table Of Contents"},"primaryTaxonomy":{"title":"Kategorie","name":"category","singularLabel":"Kategorie","restBase":"categories"},"serpData":{"title":"","description":"Meistern Sie die RMSprop-Optimierung f\u00fcr neuronale Netze. 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