article thumbnail

Master Vector Embeddings with Weaviate – A Comprehensive Series for You!

Data Science Dojo

Here’s a guide to choosing the right vector embedding model Importance of Vector Databases in Vector Search Vector databases are the backbone of efficient and scalable vector search. Scalability As datasets grow larger, traditional databases struggle to handle the complexity of vector searches.

Database 195
article thumbnail

Open-source AI knowledge database with web UI and Enterprise SSO

Hacker News

⚡️Open-source LangChain-like AI knowledge database with web UI and Enterprise SSO⚡️, supports OpenAI, Azure, HuggingFace, OpenRouter, ChatGLM and local models, chat demo: [link] admin portal demo: [link] - GitHub - casibase/casibase: ⚡️Open-source LangChain-like AI knowledge database with web UI and Enterprise SSO⚡️, supports OpenAI, Azure, HuggingFace, (..)

Database 130
professionals

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

Multi-tenancy in RAG applications in a single Amazon Bedrock knowledge base with metadata filtering

AWS Machine Learning Blog

Additionally, we dive into integrating common vector database solutions available for Amazon Bedrock Knowledge Bases and how these integrations enable advanced metadata filtering and querying capabilities.

Database 115
article thumbnail

MongoRAG: Leveraging MongoDB Atlas as a Vector Database with Databricks-Deployed Embedding Model and LLMs for Retrieval-Augmented Generation

Towards AI

Retrieval Augmented Generation generally consists of Three major steps, I will explain them briefly down below – Information Retrieval The very first step involves retrieving relevant information from a knowledge base, database, or vector database, where we store the embeddings of the data from which we will retrieve information.

article thumbnail

Recapping the Cloud Amplifier and Snowflake Demo

Towards AI

Recapping the Cloud Amplifier and Snowflake Demo The combined power of Snowflake and Domo’s Cloud Amplifier is the best-kept secret in data management right now — and we’re reaching new heights every day. If you missed our demo, we dive into the technical intricacies of architecting it below. Instagram) used in the demo Why Snowflake?

ETL 111
article thumbnail

Top Gen AI Demos of AI Applications With MLRun

Iguazio

Each of these demos can be adapted to a number of industries and customized to specific needs. You can also watch the complete library of demos here. Output structured data is stored in a database, accessible for reporting or downstream applications. Watch the smart call center analysis app demo.

AI 94
article thumbnail

Roadmap to learning Large Language Models

Data Science Dojo

Any serious applications of LLMs require an understanding of nuances in how LLMs work, embeddings, vector databases, retrieval augmented generation (RAG), orchestration frameworks, and more. This talk will introduce you to the fundamentals of large language models and its emerging architectures.