O'Reilly Media

NOVEMBER 19, 2024

Store these chunks in a vector database, indexed by their embedding vectors. The various flavors of RAG borrow from recommender systems practices, such as the use of vector databases and embeddings. Here’s a simple rough sketch of RAG: Start with a collection of documents about a domain. Split each document into chunks.

Database 102

Database AI AI Natural Language Processing 102

Pickl AI

DECEMBER 10, 2024

Summary: Oracle’s Exalytics, Exalogic, and Exadata transform enterprise IT with optimised analytics, middleware, and database systems. These cutting-edge solutions optimise analytics, middleware, and database performance , enabling businesses to achieve unparalleled efficiency and scalability.

Database 52

Database Analytics Analytics Business Intelligence 52

IBM Journey to AI blog

AUGUST 9, 2023

IBM Power Virtual Servers ( PowerVS) are a cutting-edge Infrastructure-as-a-Service (IaaS) offering designed specifically for businesses looking to harness the power of IBM Power Systems architecture. Performance and reliability: PowerVS leverages IBM Power Systems architecture, known for its outstanding performance and reliability.

Cloud Computing 92

Cloud Computing System Architecture Big Data Analytics Big Data Analytics 92

AWS Machine Learning Blog

OCTOBER 14, 2024

Solution overview For our custom multimodal chat assistant, we start by creating a vector database of relevant text documents that will be used to answer user queries. Amazon OpenSearch Service is a powerful, highly flexible search engine that allows users to retrieve data based on a variety of lexical and semantic retrieval approaches.

AWS 132

AWS AI AI System Architecture 132

IBM Journey to AI blog

JULY 18, 2024

Database management is an area empowered by distributed computing, as are distributed databases, which perform faster by having tasks broken down into smaller actions. In “non-cluttered” systems, the shared data might live on one machine or many, but all computers being used in the system need access to the datastore.

Cloud Computing 58

Cloud Computing Database Internet of Things ML 58

phData

FEBRUARY 5, 2024

Ensuring a seamless transition while accommodating business requirements, security considerations, and performance optimizations further complicates the information architecture setup during the migration process to Snowflake. Once the information architecture is created on paper, the work of implementing it can be equally challenging.

SQL 52

SQL Database Data Quality Data Warehouse 52

The MLOps Blog

MARCH 12, 2024

Tools range from data platforms to vector databases, embedding providers, fine-tuning platforms, prompt engineering, evaluation tools, orchestration frameworks, observability platforms, and LLM API gateways. Models are part of chains and agents, supported by specialized tools like vector databases.

Database 52

Database Machine Learning Machine Learning AI 52

Pickl AI

DECEMBER 9, 2024

Variety Data comes in multiple forms, from highly organised databases to messy, unstructured formats like videos and social media text. Structured data is organised in tabular formats like databases, while unstructured data, such as images or videos, lacks a predefined format. Veracity Data reliability and quality vary significantly.

Big Data 52

Big Data Big Data Hadoop Apache Kafka 52

Pickl AI

DECEMBER 4, 2023

. ₹ 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. Database Administrator Manages and ensures the security and performance of databases, including organising and storing data efficiently.

Data Analysis 52

Data Analysis Data Analysis Artificial Intelligence Artificial Intelligence 52

phData

SEPTEMBER 18, 2024

Fivetran is a data movement platform that offers multiple system architectures that extract data from source systems and centralize it in cloud data warehouses like Snowflake AI Data Cloud , Redshift, and others.

Data Warehouse 52

Data Warehouse System Architecture Data Pipeline Cloud Data 52

The MLOps Blog

APRIL 17, 2023

Of course, a relational database would be valuable here. Blob and file storage Some attributes don’t easily fit into a database field, and you’d need a data model to handle this. This is something that a simple relational database cannot do effectively when the amount of data is not trivial. Can you accept eventual consistency

Data Scientist 52

Data Scientist ML ML Machine Learning 52

AWS Machine Learning Blog

MAY 23, 2023

With a comprehensive suite of technical artifacts, including infrastructure as code (IaC) scripts, data processing workflows, service integration code, and pipeline configuration templates, PwC’s MLOps accelerator simplifies the process of developing and operating production-class prediction systems.

Machine Learning 100

Machine Learning Machine Learning AWS ML 100

AWS Machine Learning Blog

NOVEMBER 12, 2024

A real-life example of this solution can be seen within the largest open nutrient database for crop nutrition , powered by the Agmatix infrastructure, where researchers can tap into insights gleaned from thousands of field trials. Menachem Melamed is a Senior Solutions Architect at AWS, specializing in Big Data analytics and AI.

AWS 123

AWS AI AI Data Lakes 123