PODCAST:Eye On A.I.
TITLE:#160 Atul Deo: The Future of Generative AI at Amazon
DATE:2023-12-06 00:00:00
URL:
MODEL:gpt-4
The episode titled "#160 Atul Deo: The Future of Generative AI at Amazon" from the "Eye on AI" podcast, hosted by Craig Smith, features a conversation with Atul Deo, who heads Bedrock at Amazon Web Services (AWS). Here are the key points discussed:
Atul Deo's Background: Atul Deo, currently the general manager for Amazon Bedrock, has a background in computer science and business. He has been involved in various projects within AWS, including launching Amazon Transcribe and Contact Lens for Amazon Connect.
Amazon Code Whisperer: Atul Deo was involved in developing Amazon Code Whisperer, a generative AI application designed to assist in writing code. He explains that while Code Whisperer is more than an auto-completion tool, it does require developers to outline their projects and functions.
Amazon Bedrock: Bedrock, a service launched by AWS, allows developers to access high-performing foundation models to create generative AI applications without needing deep machine learning knowledge. It offers a simplified API and various customization options.
Retrieval Augmented Generation (RAG): Atul discusses RAG, a technique that combines information retrieval from a database with generative AI to provide more accurate and contextually relevant responses. This technique is useful for applications where the latest or specific company data is necessary.
Challenges with Large Language Models: The conversation touches on the challenges of using large language models in applications, especially related to GPU availability and the need for specialized chips for machine learning inference.
The Future of Generative AI: Atul shares his vision for the future of generative AI, where it becomes an integral part of everyday life and business operations, much like computers and smartphones are today.
AI Learning from the Real World: Atul anticipates models learning more from the real world and physical world, similar to how humans learn from social cues and the environment.
Customer-Driven Innovation: Atul emphasizes that customer feedback and demands drive AWS's innovation, keeping the company updated and pushing it to innovate.
This episode provides insights into the current state and future of generative AI within the Amazon ecosystem, including the development and potential applications of services like Bedrock and Amazon Code Whisperer.
