ChromaDB-Complete-Tutorial

Introduction

This tutorial will provide you with an introduction to ChromaDB, covering its fundamental and intermediate usage. We will explore topics such as constructing a ChromaDB, generating vectors, performing retrieval, updates, and deletions, as well as techniques for saving and loading data. Additionally, we will delve into a practical application of ChromaDB within a real-world project.

Notebooks: English | Japanses

Contents:

• ChromaDB Overview
  • What is ChromaDB?
  • Why ChromaDB
  • Language Support
  • Environment setting
  • Dataset
  • Embeddings
• ChromaDB functions
• Methods on Client
  • EphemeralClient
  • create_collection
  • heartbeat
  • reset
  • get_collection
  • get_or_create_collection
  • list_collections
  • delete_collection
• Methods on Collection
  • add
  • peek
  • count
  • modify
  • get
  • query
  • delete
  • update
  • upsert
• embedding
  • DefaultEmbeddingFunction
  • SentenceTransformerEmbeddingFunction
  • OpenAI

References:

• Chroma docs: https://docs.trychroma.com/
• api-reference: https://docs.trychroma.com/api-reference
• datasets: https://huggingface.co/datasets/jingwora/unstructured-data-multilingual