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

Ғылым және технология

Oracle introduces integrated vector database to augment generative AI and dramatically increase developer productivity: 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
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Пікірлер: 18

  • @CalifornianViking
    @CalifornianViking9 ай бұрын

    If you ask me, this was the best of all the keynote sessions - filled with thought leadership and real content.

  • @newsnetworkz
    @newsnetworkz9 ай бұрын

    I have been in this field for more 2 decades and can say that Oracle database 23c is going to be revolutionary product for future databases and applications

  • @jenishmonpara
    @jenishmonpara9 ай бұрын

    These are really groundbreaking changes to database world!

  • @gaurav007
    @gaurav0078 ай бұрын

    I myself a Oracle Developer and Im working as Freelancer. I truly believe data is most precious entity and Oracle Cloud Software has done revolutionary work during Pandemic years.

  • @kallolchaudhuri2985
    @kallolchaudhuri29859 ай бұрын

    Mindblowing session

  • @ahhany
    @ahhany8 ай бұрын

    🎯 Key Takeaways for quick navigation: 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 🎙️ Guest Speaker Introduction 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

  • @Oracle

    @Oracle

    8 ай бұрын

    @ahhany Thank you so much for your suggestion - we have incorporated these chapters into Juan's keynote, and really appreciate your input.

  • @setiaone-notionways
    @setiaone-notionways9 ай бұрын

    I can wait to implement this in oracle apex. Hope there's is hand on lab for this, soon. Great job oracle team.

  • @victoratui2445
    @victoratui24458 ай бұрын

    Congratulations ! Excellent presentation and amazing content! Thanks!👏

  • @pachonjorge8363
    @pachonjorge83639 ай бұрын

    Outstanding!!!! Although I think there are people that would like full app code!

  • @pkunzel
    @pkunzel9 ай бұрын

    I would love to see some benchmarks so I can understand and show how much faster and under what conditions.

  • @massimotin
    @massimotin9 ай бұрын

    Greate features ... finally some great features😃

  • @brunoreis5270
    @brunoreis52709 ай бұрын

    Oracle ✅

  • @hussienalsafi1149
    @hussienalsafi11499 ай бұрын

    ☺️☺️☺️☺️☺️☺️☺️☺️

  • @markscarton2741
    @markscarton27419 ай бұрын

    Presentation starts at 6:00 in.

  • @user-jy2sz1jr9p
    @user-jy2sz1jr9p7 ай бұрын

    Oracle made a mess of its Cloud strategy. The future of data and app dev is not Oracle.

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