Machine Learning Scalability System Architecture 
AWS Machine Learning - AI
APRIL 23, 2025
Designed with a serverless, cost-optimized architecture, the platform provisions SageMaker endpoints dynamically, providing efficient resource utilization while maintaining scalability. Serverless on AWS AWS GovCloud (US) Generative AI on AWS About the Authors Nick Biso is a Machine Learning Engineer at AWS Professional Services.
CIO
JUNE 18, 2024
This configuration ensures a resilient and scalable infrastructure, capable of meeting the computational workload demands of real-time processing and decision-making but also providing the flexibility to adapt to evolving environments and more complex tasks.
Netflix Tech
MARCH 28, 2025
By Ko-Jen Hsiao , Yesu Feng and Sudarshan Lamkhede Motivation Netflixs personalized recommender system is a complex system, boasting a variety of specialized machine learned models each catering to distinct needs including Continue Watching and Todays Top Picks for You. Refer to our recent overview for more details).
AWS Machine Learning - AI
MARCH 13, 2025
Conversely, asynchronous event-driven systems offer greater flexibility and scalability through their distributed nature. By allowing agents to operate independently and react to events in real-time, these systems can handle dynamic scenarios and adapt to changing requirements more readily.
CIO
MARCH 9, 2022
Newer data lakes are highly scalable and can ingest structured and semi-structured data along with unstructured data like text, images, video, and audio. They conveniently store data in a flat architecture that can be queried in aggregate and offer the speed and lower cost required for big data analytics.
Netflix Tech
MARCH 14, 2023
By Guru Tahasildar , Amir Ziai , Jonathan Solórzano-Hamilton , Kelli Griggs , Vi Iyengar Introduction Netflix leverages machine learning to create the best media for our members. Specifically, we will dive into the architecture that powers search capabilities for studio applications at Netflix.
Xebia
DECEMBER 13, 2024
Scalability: GCP tools offer a cohesive platform to build, manage, and scale RAG systems. Managed Approach – Use integrated services like Vertex AI Search, which handles retrieval and answer generation, simplifying system architecture. It plays a pivotal role in embedding creation and vector search in RAG systems.
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