{"id":175722,"date":"2024-01-04T19:33:34","date_gmt":"2024-01-04T18:33:34","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=175722"},"modified":"2024-01-04T19:36:58","modified_gmt":"2024-01-04T18:36:58","slug":"db-gpt-the-solution-against-data-leakage","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/db-gpt-the-solution-against-data-leakage","title":{"rendered":"DB-GPT, the solution against data leakage"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"175722\" class=\"elementor elementor-175722\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ba857c0 e-flex e-con-boxed e-con\" data-id=\"ba857c0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a95f357 elementor-widget elementor-widget-heading\" data-id=\"a95f357\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">As artificial intelligence models become more powerful and present in our daily lives, the risks to our privacy grow. That's why a group of independent developers have created DB-GPT, the solution to data leakage.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-aa6c4c1 e-flex e-con-boxed e-con\" data-id=\"aa6c4c1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-33e25e7 elementor-widget elementor-widget-heading\" data-id=\"33e25e7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What is DB-GPT?\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e0da7d elementor-widget elementor-widget-text-editor\" data-id=\"2e0da7d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><strong>DB-GPT<\/strong> is a project aimed at creating a complete private LLM solution for databases. It has been designed to ensure that sensitive data and environments remain totally under control, to avoid confidential data leaks or security risks <a href=\"https:\/\/datascientest.com\/en\/large-language-models-llm-everything-you-need-to-know\">associated with large language models (LLMs)<\/a>. <strong>DB-GPT<\/strong> supports local deployment to ensure that models remain absolutely private, secure and controllable. It uses localized <strong>GPT models to interact with data.<\/strong><\/p><p><strong>DB-GPT<\/strong> is an experimental open source project. With this solution, its creators ensure that <a href=\"https:\/\/datascientest.com\/en\/data-leakage-definition-and-prevention\">there is no risk of data leakage<\/a>, and that user data is 100% private and secure.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9979130 elementor-widget elementor-widget-image\" data-id=\"9979130\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/05\/DB-GPT.png\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0472a76 elementor-widget elementor-widget-heading\" data-id=\"0472a76\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What guarantees data security?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d8ba388 elementor-widget elementor-widget-text-editor\" data-id=\"d8ba388\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>DB-GPT<\/strong> creates an extensive template operating system using FastChat and <a href=\"https:\/\/datascientest.com\/en\/the-new-champion-of-open-source-llm-falcon\">offers an LLM powered by Vicuna.<\/a> In addition, it provides answers to questions with private domain knowledge thanks to LangChain. In addition, it also provides support for additional plugins, and naturally supports the <a href=\"https:\/\/datascientest.com\/en\/autogpt-discover-the-new-tool-that-makes-chatgpt-autonomous\"><strong>Auto-GPT plugin.<\/strong><\/a><\/p><p><strong>DB-GPT&#8217;s<\/strong> basic capabilities consist of the following elements:<\/p><ul><li><strong>Knowledge base capability:<\/strong> private domain database support, question answering capability.<\/li><li><strong>Large-scale model management capability:<\/strong> provides a large-scale model operating environment based on FastChat.<\/li><li><strong>Unified storage and indexing of data vectors:<\/strong> provides a uniform means of storing and indexing various types of data.<\/li><li><strong>Connection module:<\/strong> used to connect different modules and data sources for data flow and interaction.<\/li><li><strong>Agent and plugin:<\/strong> provides agent and plugin mechanisms, enabling users to customize and enhance system behavior.<\/li><li><strong>Prompt generation and optimization:<\/strong> automatically generates high-quality prompts and optimizes them to improve system response efficiency.<\/li><li><strong>Multi-platform product interface:<\/strong> supports various client products, such as web, mobile and desktop applications.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4967132 elementor-widget elementor-widget-video\" data-id=\"4967132\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=1PWI6F89LPo&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ede536f elementor-widget elementor-widget-text-editor\" data-id=\"ede536f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>DB-GPT<\/strong> seems to be the solution to data leakage and the exposure of artificial intelligence users&#8217; privacy. Capable of optimizing chatbot tasks, some consider it the spiritual son of Auto-GPT, a model capable of optimizing <a href=\"https:\/\/datascientest.com\/en\/chatgpt-how-does-this-nlp-algorithm-work\">ChatGPT tasks<\/a> ad infinitum.That&#8217;s why if you&#8217;ve enjoyed this article and are considering a career in Data Science, don&#8217;t hesitate to discover our articles or training offers on DataScientest.<\/p><p>Source :<a href=\"http:\/\/db-gpt.readthedocs.io\"> db-gpt.readthedocs.io<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>As artificial intelligence models become more powerful and present in our daily lives, the risks to our privacy grow. That&#8217;s why a group of independent developers have created DB-GPT, the solution to data leakage. What is DB-GPT? DB-GPT is a project aimed at creating a complete private LLM solution for databases. It has been designed [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":175724,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2425],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>DB-GPT, the solution against data leakage<\/title>\n<meta name=\"description\" content=\"When it comes to DB-GPT, the solution to data leakage, most Data Scientists think that databases are in the most...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/en\/db-gpt-the-solution-against-data-leakage\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DB-GPT, the solution against data leakage\" \/>\n<meta property=\"og:description\" content=\"As artificial intelligence models become more powerful and present in our daily lives, the risks to our privacy grow. 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