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From Playground to Production - Turbocharging GenAI Innovation with AWS and Weights & Biases

Weights & Biases via YouTube

Overview

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Explore how the strategic partnership between AWS and Weights & Biases accelerates enterprise generative AI development from initial experimentation through full production deployment in this 21-minute technical session. Learn about the comprehensive generative AI journey and discover AWS's pivotal role in supporting AI development initiatives across organizations. Examine Amazon Bedrock's foundation models and their capabilities, along with Amazon Nova's advanced content generation tools that enable sophisticated AI applications. Dive deep into AWS agent options and get an in-depth exploration of the Stran Agent SDK, followed by a practical Quick Math Agent demonstration that showcases real-world implementation. Understand the seamless technical integrations between W&B's MLOps platform and AWS services, including how to test Bedrock models directly in W&B Playground, evaluate large language models on Bedrock infrastructure, and monitor Bedrock Agents using W&B Weave for comprehensive observability. Master the workflows that enable teams to iterate faster while maintaining proper governance and compliance standards, ultimately delivering production-ready generative AI applications with confidence. Conclude with essential guardrails and safety measures that ensure responsible AI deployment in enterprise environments.

Syllabus

00:00 – Welcome and Introduction of James Z
01:14 – The Generative AI Journey
03:35 – AWS’s Role in Supporting AI Development
03:51 – Amazon Bedrock and Foundation Models
05:10 – Amazon Nova and Content Generation Tools
06:49 – AWS Agent Options Overview
09:30 – Stran Agent SDK Deep Dive
13:32 – Quick Math Agent Demo
15:06 – AWS + Weights & Biases Integration
19:21 – Guardrails and Safety Measures

Taught by

Weights & Biases

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