Embeddings and Vector Databases With ChromaDB

VERIFIED
Certificate of Achievement

This is to certify that

Anton Petrov

has successfully completed

Vector Databases and Embeddings With ChromaDB

a course of study offered by Real Python (realpython.com), an online learning platform and expert community for Python software developers.

Completion Date: July 13, 2026

Verification ID: bac718ca-2293-4dcf-a744-b267a32d31a7

VERIFIED
Certificate of Achievement

Embeddings and Vector Databases With ChromaDB

This is to certify that

Anton Petrov

has successfully completed

Vector Databases and Embeddings With ChromaDB

a course of study offered by Real Python (realpython.com), an online learning platform and expert community for Python software developers.

Completion Date: July 13, 2026

Verification ID: bac718ca-2293-4dcf-a744-b267a32d31a7

Course Description

Skill level: advanced

Learn how to use ChromaDB, an open-source vector database, to store embeddings and give context to large language models in Python.

Vector Databases and Embeddings With ChromaDB

1. Vector Databases and Embeddings With ChromaDB (Overview)

2. Understanding Vectors

3. Implementing Vectors

4. Exercise: Compute Cosine Similarity

5. Working With Word Embeddings

6. Tackling Text Embeddings

7. Exercise: Find Similar Texts With Embeddings

8. Introducing Vector Databases

9. Querying Vector Databases

10. Exercise: Query a ChromaDB Collection

Adding Context for a Large Language Model

1. Adding Context for a Large Language Model

2. Setting Up the Project

3. Preparing and Loading the Data

4. Connecting to an LLM

5. Exercise: Build a RAG Context Prompt

Reviewing What You've Learned

1. Vector Databases and Embeddings With ChromaDB (Quiz)

2. Vector Databases and Embeddings With ChromaDB (Summary)

View Course Details »

Certificate of Completion

This person’s account is verified and was created on May 16, 2023. Real Python certifies their completion of the Vector Databases and Embeddings With ChromaDB course on July 13, 2026.

About Real Python

Real Python is an online learning platform and expert community for Python software developers. It offers interactive online classes and in-depth tutorials created by a team of subject matter experts.