{"id":494,"date":"2019-10-22T21:40:17","date_gmt":"2019-10-22T21:40:17","guid":{"rendered":"https:\/\/flexitcs.net\/?page_id=494"},"modified":"2022-08-01T08:21:30","modified_gmt":"2022-08-01T08:21:30","slug":"mlaas-plattformen","status":"publish","type":"page","link":"https:\/\/flexitcs.net\/index.php\/mlaas-plattformen\/","title":{"rendered":"MLaaS Plattformen"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u00dcbersicht verf\u00fcgbarer MLaaS Plattformen<strong> <\/strong><\/h2>\n\n\n\n<p>Integrierte, sprachenunabh\u00e4ngige Plattformen f\u00fcr Cognitive Services, Data Science und Machine-Learning stehen sowohl als on-premises Anwendungen (wie <a rel=\"noreferrer noopener\" href=\"https:\/\/rapidminer.com\/\" target=\"_blank\">RapidMiner<\/a>) als auch &#8211; und das \u00fcberwiegend &#8211; als cloudbasierte L\u00f6sungen zur Verf\u00fcgung. <\/p>\n\n\n\n<p>Letztere werden als <strong>MLaaS-Plattformen<\/strong> (Machine Learning as a Service) oder auch <strong>ML-Plattformen<\/strong> bezeichnet. Sie werden insbesondere von den gro\u00dfen Cloud-Service-Providern angeboten. <\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong><a aria-label=\" (opens in a new tab)\" href=\"https:\/\/aws.amazon.com\/de\/machine-learning\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"ek-link\">Amazon Machine Learning services<\/a><\/strong> (Amazon MLaaS)<\/li><li><a href=\"https:\/\/cloud.google.com\/products\/ai\" target=\"_blank\" aria-label=\" (opens in a new tab)\" rel=\"noreferrer noopener\" class=\"ek-link\"><strong>Google Cloud AI<\/strong><\/a> (Google Cloud Machine Learning Engine &#8211; CMLE)<\/li><li><a href=\"https:\/\/azure.microsoft.com\/de-de\/overview\/ai-platform\/\" target=\"_blank\" aria-label=\" (opens in a new tab)\" rel=\"noreferrer noopener\" class=\"ek-link\"><strong>Azure Machine Learning<\/strong><\/a> (Microsoft Corporation): Azure KI bietet Dienste im Bereich Bildanalyse (Objekterkennung), Spracheingabe (Spracherkennung) und Sprache (Maschinelle \u00dcbersetzung).<\/li><li><strong><a href=\"https:\/\/www.ibm.com\/cloud\/ai\" target=\"_blank\" aria-label=\"IBM Watson (opens in a new tab)\" rel=\"noreferrer noopener\" class=\"ek-link\">IBM Watson<\/a><\/strong> (IBM Corporation, Watson Machine Learning)<\/li><\/ul>\n\n\n\n<p>Weitere Anbieter: SAS Institute, Fair Isaac Corporation (FICO), Hewlett Packard, Yottamine Analytics,  BigML, Iflowsoft Solutions, PurePredictive, Sift Science, H2O.ai<\/p>\n\n\n\n<p>MLaaS umfasst typischerweise Daten Pre-Processing, Model Training und Evaluation (Klassifikation, Regression, Clustering) sowie die Prognoseerstellung. Die intelligenten Plattformen umfassen u.a. auch Funktionen zur Spracherkennung, Bilderkennung und Verarbeitung nat\u00fcrlicher Sprache (NLP). <\/p>\n\n\n\n<p>Den Anwendern erm\u00f6glichen sie, Modelle zu erstellen und zu trainieren, ohne hierf\u00fcr eigene Anwendungen entwickeln resp. betreiben zu m\u00fcssen &#8211; die Rechenzentren des Anbieters \u00fcbernehmen die eigentliche Berechnung. MLaaS Plattformen bieten somit eine vergleichsweise einfache M\u00f6glichkeit,  mit dem maschinellem Lernen zu beginnen. F\u00fcr den schnellen Einstieg werden die Plattformen h\u00e4ufig auch auf einer beschr\u00e4nkten Testbasis angeboten.<\/p>\n\n\n\n<p>Von den  MLaaS Plattformen zu unterscheiden sind Plattformen, die aus dem traditionellen Data Warehouse Bereich (Relational DBMS) stammen und schwerpunktm\u00e4\u00dfig die&nbsp;Sammlung, Aufbereitung und Visualisierung von Daten abdecken &#8211; aber zwischenzeitlich als &#8222;Modern Data Warehouse&#8220; (MDWH) auch auf Data Science Use Cases ausgerichtet wurden:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a aria-label=\"Amazon Redshift (opens in a new tab)\" href=\"https:\/\/aws.amazon.com\/de\/redshift\/\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"ek-link\">Amazon Redshift<\/a> <\/li><li><a aria-label=\"Google BigQuery (opens in a new tab)\" href=\"https:\/\/cloud.google.com\/bigquery\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"ek-link\">Google BigQuery<\/a><\/li><li><a aria-label=\"Azure Synapse Analytics (opens in a new tab)\" href=\"https:\/\/azure.microsoft.com\/de-de\/services\/synapse-analytics\/\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"ek-link\">Azure Synapse Analytics<\/a> (Microsoft, vormals: Azure SQL Data Warehouse)<\/li><\/ul>\n\n\n\n<p>Data Warehouse Planformen und MLaaS Plattformen lassen sich kombinieren, wenn z.B. die Trainings- und Testdaten f\u00fcr das zu erstellende ML-Modell im Data Warehouse (des gleichen Herstellers) verwaltet werden.    <\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00dcbersicht verf\u00fcgbarer MLaaS Plattformen Integrierte, sprachenunabh\u00e4ngige Plattformen f\u00fcr Cognitive Services, Data Science und [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":1,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"class_list":["post-494","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.9 - 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