O'Reilly Media

NOVEMBER 19, 2024

Store these chunks in a vector database, indexed by their embedding vectors. While the overall process may be more complicated in practice, this is the gist. The various flavors of RAG borrow from recommender systems practices, such as the use of vector databases and embeddings. Split each document into chunks.

Database 125

Database AI Natural Language Processing AI 125

Flipboard

DECEMBER 6, 2023

During the embeddings experiment, the dataset was converted into embeddings, stored in a vector database, and then matched with the embeddings of the question to extract context. The idea was to use the LLM to first generate a SQL statement from the user question, presented to the LLM in natural language.

SQL 168

SQL Database AWS Machine Learning 168

AWS Machine Learning Blog

MARCH 10, 2025

It was built using a combination of in-house and external cloud services on Microsoft Azure for large language models (LLMs), Pinecone for vectorized databases, and Amazon Elastic Compute Cloud (Amazon EC2) for embeddings. Amazon Bedrock Guardrails implements content filtering and safety checks as part of the query processing pipeline.

AWS 83

AWS Database AI AI 83

AWS Machine Learning Blog

NOVEMBER 24, 2023

The system architecture comprises several core components: UI portal – This is the user interface (UI) designed for vendors to upload product images. AWS Lambda – AWS Lambda provides serverless compute for processing. Product database – The central repository stores vendor products, images, labels, and generated descriptions.

AWS 114

AWS Database AI AI 114

Pickl AI

DECEMBER 4, 2023

Utilising advanced natural language processing algorithms. 8,45000 Database management, programming (e.g., Java, Scala), data warehousing Build a strong foundation in databases, gain programming skills, and engage in hands-on projects and internships. Implementing transparent data privacy policies.

Data Analysis 52

Data Analysis Data Analysis Artificial Intelligence Artificial Intelligence 52

AWS Machine Learning Blog

MARCH 5, 2025

Or was the database password for the central subscription service rotated again? It requires checking many systems and teams, many of which might be failing, because theyre interdependent. Architecture Tool The Architecture Tool uses C4 diagrams to provide a comprehensive view of the systems architecture.

AWS 100

AWS AI AI Machine Learning 100

Flipboard

JANUARY 15, 2025

System architecture for GNN-based network traffic prediction In this section, we propose a system architecture for enhancing operational safety within a complex network, such as the ones we discussed earlier. He received his PhD in computer systems and architecture at the Fudan University, Shanghai, in 2014.

AWS 139

AWS Machine Learning Machine Learning System Architecture 139