{"id":10617,"date":"2021-03-15T02:00:48","date_gmt":"2021-03-15T09:00:48","guid":{"rendered":"http:\/\/softwareengineeringdaily.com\/?p=10617"},"modified":"2021-03-15T11:53:27","modified_gmt":"2021-03-15T18:53:27","slug":"pinecone-vector-database-with-edo-liberty","status":"publish","type":"post","link":"https:\/\/softwareengineeringdaily.com\/2021\/03\/15\/pinecone-vector-database-with-edo-liberty\/","title":{"rendered":"Pinecone: Vector Database with Edo Liberty"},"content":{"rendered":"<p><img decoding=\"async\" data-attachment-id=\"2475\" data-permalink=\"https:\/\/softwareengineeringdaily.com\/2016\/04\/19\/googles-container-management-brendan-burns\/brendan-burns\/\" data-orig-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" data-orig-size=\"175,175\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"brendan-burns\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" class=\"alignright size-full wp-image-2475\" style=\"border-radius: 50%; border: 1px solid #000000; max-width: 175px; max-height: 175px;\" src=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2021\/03\/EdoLiberty.jpeg?resize=175%2C175&#038;ssl=1\" width=\"175\" height=\"175\" data-recalc-dims=\"1\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Vectors are the foundational mathematical building blocks of Machine Learning. Machine Learning models must transform input data into vectors to perform their operations, creating what is known as a vector embedding. Since data is not stored in vector form, an ML application must perform significant work to transform data in different formats into a form that ML models can understand. This can be computationally intensive and hard to scale, especially for the high-dimensional vectors used in complex models.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pinecone is a managed database built specifically for working with vector data. Pinecone is serverless and API-driven, which means engineers and data scientists can focus on building their ML application or performing analysis without worrying about the underlying data infrastructure.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Edo Liberty is the founder and CEO of Pinecone. Prior to Pinecone, he led the creation of Amazon SageMaker at AWS. He joins the show today to talk about the fundamental importance of vectors in machine learning, how Pinecone built a vector-centric database, and why data infrastructure improvements are key to unlocking the next generation of AI applications.<\/span><\/p>\n<p>Sponsorship inquiries:\u00a0<a href=\"mailto:sponsor@softwareengineeringdaily.com\" target=\"_blank\" rel=\"noopener noreferrer\">sponsor@softwareengineeringdaily.com<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Vectors are the foundational mathematical building blocks of Machine Learning. Machine Learning models must transform input data into vectors to perform their operations, creating what is known as a vector embedding. Since data is not stored in vector form, an ML application must perform significant work to transform data in different formats into a form<\/p>\n","protected":false},"author":3,"featured_media":10624,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"Pinecone: Vector Database with Edo Liberty @pinecone_io","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[1363,2143,1080,14],"tags":[4473,2120,4469,4471,4470,4472],"class_list":["post-10617","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-all-episodes","category-exclusive-content","category-machine-learning","category-podcast","tag-ai-applications","tag-data-infrastructure","tag-edo-liberty","tag-machine-learning-vectors","tag-pinecone","tag-vector-centric-database"],"jetpack_publicize_connections":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Pinecone: Vector Database with Edo Liberty - Software Engineering Daily<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/softwareengineeringdaily.com\/2021\/03\/15\/pinecone-vector-database-with-edo-liberty\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pinecone: Vector Database with Edo Liberty - Software Engineering Daily\" \/>\n<meta property=\"og:description\" content=\"Vectors are the foundational mathematical building blocks of Machine Learning. Machine Learning models must transform input data into vectors to perform their operations, creating what is known as a vector embedding. 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