DZone AI/ML Zone 2024年06月04日
GenAI Demo With Kafka, Flink, LangChain and OpenAI
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Generative AI (GenAI) enables automation and innovation across industries. This blog post explores the architecture and demo for the combination of Python, and LangChain with OpenAI LLM, Apache Kafka for event streaming and data integration, and Apache Flink for stream processing. The use case shows how data streaming and GenAI help to correlate data from Salesforce CRM, searching for lead information in public datasets like Google and LinkedIn, and recommending ice-breaker conversations for sales reps.

The Emergence of Generative AI

Generative AI (GenAI) refers to a class of artificial intelligence (AI) systems and models that generate new content, often as images, text, audio, or other types of data. These models can understand and learn the underlying patterns, styles, and structures present in the training data and then generate new, similar content on their own.

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