AWS Machine Learning Blog

NOVEMBER 7, 2024

In this second part, we expand the solution and show to further accelerate innovation by centralizing common Generative AI components. We also dive deeper into access patterns, governance, responsible AI, observability, and common solution designs like Retrieval Augmented Generation. This logic sits in a hybrid search component.

Generative AI 106

Generative AI Machine Learning AI AI 106

AWS Machine Learning Blog

FEBRUARY 21, 2025

Previously, he was a Data & Machine Learning Engineer at AWS, where he worked closely with customers to develop enterprise-scale data infrastructure, including data lakes, analytics dashboards, and ETL pipelines. He specializes in designing, building, and optimizing large-scale data solutions.

LLM 111

LLM Large Language Models Natural Language Processing Machine Learning 111

Unite.AI

MAY 6, 2024

The bulk of Persistent Systems business comes from building software for enterprises, how has the advent of generative AI transformed how your team operates? The advent of generative AI (GenAI) has transformed how our team operates at Persistent, particularly in enterprise software development.

Automation 147

Automation Software Engineer Generative AI Software Development 147

AWS Machine Learning Blog

NOVEMBER 14, 2024

Model governance involves overseeing the development, deployment, and maintenance of ML models to help ensure that they meet business objectives and are accurate, fair, and compliant with regulations. It also helps achieve data, project, and team isolation while supporting software development lifecycle best practices.

ML 89

ML Machine Learning Auto-complete Auto-classification 89

AWS Machine Learning Blog

JANUARY 26, 2024

Many customers are looking for guidance on how to manage security, privacy, and compliance as they develop generative AI applications. You can also use Amazon SageMaker Model Monitor to evaluate the quality of SageMaker ML models in production, and notify you when there is drift in data quality, model quality, and feature attribution.

Generative AI 137

Generative AI ML LLM AI 137

Unite.AI

AUGUST 8, 2024

Opportunities and Use Cases of LLM-MA Systems LLM-MA systems can effectively automate business processes by searching through structured and unstructured documents, generating code to query data models and performing other content generation. More LLMs and agents increase the attack surface for all AI threats.

AI Modeling 162

AI Modeling LLM Automation Responsible AI 162

AWS Machine Learning Blog

SEPTEMBER 9, 2024

Generative artificial intelligence (AI) has revolutionized this by allowing users to interact with data through natural language queries, providing instant insights and visualizations without needing technical expertise. This can democratize data access and speed up analysis.

Software Architect 111

Software Architect Generative AI AI AI 111