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The future of data and app dev—Juan Loaiza keynote | Oracle CloudWorld 2023

Oracle introduces integrated vector database to augment generative AI and dramatically increase developer productivity: https://social.ora.cl/6003R65aV Join Juan Loaiza, executive vice president of mission-critical database technologies at Oracle, to hear how to access and manage the data you need with ease, integrate new streams without silos, as well as garner and share your insights. Data is key to your competitive advantage—learn how you can use it to its full potential. 00:00 Introducing Juan Loaiza, Mission-Critical Database Technologies 00:31 Introduction to the future of data and app development 01:55 Transformational strategies 02:24 Declarative intent in data systems 03:08 History of data management models 04:57 Challenges faced by developers 06:44 Hierarchical data in relational databases 08:11 Unifying relational and document data 09:33 The downsides of hierarchical storage models 10:17 The breakthrough idea: declare data usage intent 10:29 Intent-driven data storage 11:38 Data language gaps 12:46 JSON relational duality introduction 13:16 Implementation of JSON Relational Duality 15:30 Efficiency and performance 16:49 Consistency and flexibility 18:25 Application development benefits 19:22 Duality vs. other models 20:03 Technical advantages 20:30 JSON Relational Duality 22:12 Developer-friendly schema mechanisms 23:06 Unifying data models 24:15 Property graph views 27:13 Multi-model application development 28:48 Availability and future strategy 29:59 Oracle APEX and low-code development 31:38 Extending low-code for various use cases 32:35 Importance of data usage intent in low-code 33:55 Low-code in analytics and data warehousing 34:51 AI and declarative intent 35:46 AI vectors and unstructured data 38:35 Vectors for document similarity 39:17 Utilizing vectors for diverse use cases 40:42 Example of semantic search in a house-hunting app 41:54 Integrating business and semantic data 43:19 Implementation details 44:56 Combining business data with AI vector data 45:54 Accessibility and simplicity 46:49 Vector data operations 47:29 Vector index and database partitioning 49:08 Data sharding and regulatory compliance 50:18 Vector search meets generative AI 52:37 Mechanism of retrieval augmented generation 54:26 Introducing Aidan Gomez, CEO & Co-Founder of Cohere 55:35 Cohere company overview 56:27 Vector databases and AI for knowledge augmentation 57:37 Challenges and solutions in generative AI 59:42 Training vs. retrieval augmented generation 01:00:51 Future developments and embedding models 01:02:13 Real-world application and noisy data 01:03:31 Generative AI in SQL and low-code development 01:05:19 Generative AI in app development 01:06:14 AI for routine database management 01:07:08 Limits and roles of generative AI 01:08:30 AI-driven blueprint generation 01:09:52 The future of databases and app development 01:11:32 Accelerating productivity with AI and low code Like what you learned at Oracle CloudWorld 2023? Subscribe now https://social.ora.cl/60063aboY Contact Database Sales: https://social.ora.cl/6004zuD5G Join us at Oracle CloudWorld - https://social.ora.cl/6007PuGg5 Oracle Database Events - https://social.ora.cl/6008Pnz6j Oracle Database Cloud - https://social.ora.cl/6004PnzDj Oracle Database 21c - https://social.ora.cl/6000Pnz1I Oracle MySQL - https://social.ora.cl/6001PnzyN Oracle Autonomous Database - https://social.ora.cl/6004PnzMp What is a Database? - https://social.ora.cl/6003PnzPD What is a Data Warehouse? - https://social.ora.cl/6004Pnzug Follow us here: LinkedIn: https://social.ora.cl/60013ab3t Facebook: https://social.ora.cl/60003abOn Instagram: https://social.ora.cl/60083abPj Twitter: https://social.ora.cl/60003abur #CloudWorld #Oracle #OracleDatabase