chroma_db

ChromaDB is a powerful vector database designed to enhance applications involving large language models (LLMs) and natural language processing (NLP). It allows users to store and manage unstructured data, such as text, by representing it as vectors—arrays of numbers that capture semantic meaning. By utilizing ChromaDB, developers can efficiently encode, query, and retrieve relevant documents based on user queries, leveraging similarity search techniques. This capability is particularly useful for applications like chatbots, where providing context and accurate responses is crucial. Overall, ChromaDB serves as a vital tool for scaling LLM applications and improving their performance.

Embeddings and Vector Databases With ChromaDB

 Real Python

Vector databases are a crucial component of many NLP applications. This tutorial will give you hands-on experience with ChromaDB, an open-source vector database that's quickly gaining traction. Along ...

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Building Vector Databases with FastAPI and ChromaDB

 Level Up Coding

Beginners guide to ChromaDB vectorstores and FastAPI with Langchain Returning to writing after a lengthy break, I’m finally carving out some time to dive into it. With the amount of innovations and n...

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Exploring chromatic storytelling in movies with R: the ChromaR package

 Towards Data Science

In this second part we will discuss more technical details introducing the ChromaR toolkit, a R package which allows us to render all the chromatic visualizations previously shown in part I.

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Using GraphSAGE to Learn Paper Embeddings in CORA

 Towards Data Science

CORA[1] is a dataset of academic papers of seven different classes. It contains the citation relations between the papers as well as a binary vector for each paper that specifies if a word occurs in…

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MongoDB

 Full Stack Python

MongoDB is a document-oriented NoSQL database often used as a persistence layer in Python applications.

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DuckDB

 Better Programming

Member-only story DuckDB A Deep Dive into a Fast and Efficient Database Using Python Thomas Reid · Follow Published in Better Programming · 9 min read · Just now -- Share DuckDB is an in-memory analyt...

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— Unicode Database

 The Python Standard Library

unicodedata — Unicode Database This module provides access to the Unicode Character Database (UCD) which defines character properties for all Unicode characters. The data contained in this database i...

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MongoDB

 Level Up Coding

MongoDB is a cross-platform document-oriented database. Document-oriented databases strongly contrast with the traditional relational databases. MongoDB is a NoSQL database which allows you to store…

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Databases

 The Hitchhiker's Guide to Python!

Databases DB-API The Python Database API (DB-API) defines a standard interface for Python database access modules. It’s documented in PEP 249 . Nearly all Python database modules such as sqlite3 , psy...

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— The shadow password database

 The Python Standard Library

spwd — The shadow password database This module provides access to the Unix shadow password database. It is available on various Unix versions. You must have enough privileges to access the shadow pa...

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— Interfaces to Unix “databases”

 The Python Standard Library

dbm — Interfaces to Unix “databases” Source code: Lib/dbm/__init__.py dbm is a generic interface to variants of the DBM database — dbm.gnu or dbm.ndbm . If none of these modules is installed, the slo...

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— The group database

 The Python Standard Library

grp — The group database This module provides access to the Unix group database. It is available on all Unix versions. Group database entries are reported as a tuple-like object, whose attributes cor...

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