Great workshop from
@confluentinc: Real-time sentiment analysis pipeline leveraging the power of
@ApacheFlink , vector databases, and Large Language Models (LLMs) from
@Google
"With Confluent Cloud Kafka as the central nervous system, the idea to operationalize and adopt GenAI managed services from various hyperscalers looks a very feasible reality.
This hands-on workshop dives deep into building a real-time sentiment analysis pipeline leveraging the power of FlinkSQL, vector databases, and Large Language Models (LLMs). We'll explore how to:
Harness FlinkSQL for data enrichment: Aggregate real-time financial data and market news analysis, enriching prompts with context retrieved from a vector database using FlinkSQL's powerful JOIN capabilities.
Connect to the AI ecosystem: Seamlessly integrate embedding models, LLMs, and external APIs through Kafka Connectors, simplifying communication and data flow.
Build scalable pipelines with Confluent Cloud: Leverage the robustness of Confluent Cloud Kafka clusters and Flink compute pools for real-time processing and analysis."