First Principles: Generative AI-Have You Talked to Your Database Lately? Part 1

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Already know AI basics? Check out Part 2 of this Generative AI OCI series covering the Machine Learning architecture behind SQL Dialogs: • First Principles: Gene...
Pulling data from a database typically requires SQL expertise. In this episode of First Principles, we cover the core AI-building blogs behind Oracle Digital Assistant's SQL dialogs, which enable natural language queries without training in SQL for low overhead, and easy data pulls from databases (especially helpful for enterprise users).
00:00 Introduction to SQL Dialogs
01:52 Powering SQL Dialogs with Generative AI
02:52 Simple Machine Learning model for Sentiment Analysis
03:39 Simple Classifiers to build Complex Models
04:15 Deep Neural Networks
05:12 How do we use DNNs in SQL Dialogs?
05:57 Transformer Models in SQL Dialogs
07:09 Attention Mechanism in Transformer Models
08:40 Intermediate memory stores in DNNs
09:16 Generative AI simplifies querying databases
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