{"id":985149,"date":"2023-11-16T07:46:04","date_gmt":"2023-11-16T15:46:04","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-video&#038;p=985149"},"modified":"2023-11-16T07:46:04","modified_gmt":"2023-11-16T15:46:04","slug":"synapse-espresso-data-quality-checking-with-openai-gpt-3-in-azure-synapse-spark","status":"publish","type":"msr-video","link":"https:\/\/www.microsoft.com\/en-us\/research\/video\/synapse-espresso-data-quality-checking-with-openai-gpt-3-in-azure-synapse-spark\/","title":{"rendered":"Synapse Espresso: Data Quality Checking with OpenAI GPT-3 in Azure Synapse Spark!"},"content":{"rendered":"<p>Welcome to the 24th episode in our Azure Synapse Espresso series!<\/p>\n<p>In this video, Thomas joins Stijn to show how we can clean our data using the\u00a0Azure OpenAI GPT-3 from within Spark in Synapse Analytics. GPT-3 is a natural language AI model and it&#8217;s able to understand text that you feed into it and then generate now text based on your input.<\/p>\n<p>We showcase how you can create user defined functions to perform text-based data cleaning on dirty datasets. We will do cleanup of various data, including common issues like data formatting, country formatting with different languages, turning a address into a JSON field and doing proper time-formatting.<\/p>\n<p>SynapseML: <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/microsoft.github.io\/SynapseML\/\">https:\/\/microsoft.github.io\/SynapseML\/<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><br \/>\nWhat is Azure OpenAI? <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/cognitive-services\/openai\/overview\">https:\/\/learn.microsoft.com\/en-us\/azure\/cognitive-services\/openai\/overview<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Welcome to the 24th episode in our Azure Synapse Espresso series! In this video, Thomas joins Stijn to show how we can clean our data using the\u00a0Azure OpenAI GPT-3 from within Spark in Synapse Analytics. GPT-3 is a natural language AI model and it&#8217;s able to understand text that you feed into it and then [&hellip;]<\/p>\n","protected":false},"featured_media":985152,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr_hide_image_in_river":0,"footnotes":""},"research-area":[13556],"msr-video-type":[],"msr-locale":[268875],"msr-post-option":[],"msr-session-type":[],"msr-impact-theme":[],"msr-pillar":[],"msr-episode":[],"msr-research-theme":[],"class_list":["post-985149","msr-video","type-msr-video","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-locale-en_us"],"msr_download_urls":"","msr_external_url":"https:\/\/youtu.be\/T5zxrQDCS1g?si=y3awyn3wEVYiRncM","msr_secondary_video_url":"","msr_video_file":"","_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/985149","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-video"}],"version-history":[{"count":2,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/985149\/revisions"}],"predecessor-version":[{"id":985158,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/985149\/revisions\/985158"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/985152"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=985149"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=985149"},{"taxonomy":"msr-video-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video-type?post=985149"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=985149"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=985149"},{"taxonomy":"msr-session-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-session-type?post=985149"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=985149"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=985149"},{"taxonomy":"msr-episode","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-episode?post=985149"},{"taxonomy":"msr-research-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-research-theme?post=985149"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}