AI Adoption - Drive Business Value and Organizational Impact
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Overview
Syllabus
0:00 - Introduction
1:14 - How the System Works
2:17 - Retrieval Augmented Generation RAG
3:30 - Using Company-Specific Documents
4:10 - Technical Architecture
5:50 - Creating Embeddings
6:04 - Deploying Models in Azure AI Foundry
6:51 - Processing Documents for Vector Search with Flink Actions
9:32 - Sending Data to MongoDB Vector Database
10:55 - Vector Search Function in Flink SQL
12:48 - Generating Responses with GPT-4 Mini
14:35 - Technical Highlights and Event-Driven Architecture
15:21 - Why Build on Confluent's Platform
17:23 - Conclusion and GitHub Repo
Taught by
Confluent