A CPO's perspective - real success with generative AI requires real-time data
LLMs are bringing AI to the mainstream, but how do companies bring contextualized and current data to their LLMs? Shaun Clowes of Confluent explores how data streaming platforms can help.
What is the role of real-time data in generative AI?
Real-time data is crucial for generative AI because it ensures that large language models (LLMs) have access to current and contextual information. This allows businesses to provide accurate and relevant responses tailored to specific situations, enhancing the overall effectiveness of AI applications.
How can companies integrate domain-specific knowledge into LLMs?
Companies can integrate domain-specific knowledge into LLMs through two main approaches: prompt engineering, which optimizes input for better accuracy, and fine-tuning, which involves retraining models on specific datasets. Both methods help ensure that the AI understands and responds appropriately to industry-specific queries.
What benefits do data streaming platforms provide for generative AI?
Data streaming platforms enhance generative AI applications by providing real-time access to data across the organization. They break down data silos, ensuring that relevant information is available when needed, which helps businesses deliver timely and sophisticated customer experiences while maintaining data governance and security.
A CPO's perspective - real success with generative AI requires real-time data
published by ITPro
MICHAEL ASKINS
ARCHITECT - CTO
Results-orientated IT Professional with a proven history of 22+ years of hands-on management, budgeting, design, configuration, and implementation of hardware and software necessary to initiate and maintain business connectivity and productivity.
Founder of MA-ITPro, Michael finds the building and enablement of people and technology to be the most fulfilling aspect of his career.
A lifelong woodworker, amateur astronomer, and photographer, Michael blends his passions with spending time with his wife and two children as much as possible.
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