Python

A high-level, interpreted programming language and it is used for general purpose. Python is one of the most popular languages for data-intensive tasks and data science because of its rich library support for statistics, machine learning, and AI-related tasks.

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Tutorial

Building Generative AI Applications Using MongoDB: Harnessing the Power of Atlas Vector Search and Open Source Models

Learn how to build generative AI (GenAI) applications by harnessing the power of MongoDB Atlas and Vector Search....

AI Vector Search Python Atlas

Mar 12, 2025 | 10 min read

Prakul Agarwal

Article

Building a Flask and MongoDB App with Azure Container Apps

Apr 02, 2024 | 8 min read

Video

Build an AWS Lambda Serverless function with PyMongo & MongoDB

Sep 25, 2023 | 20 min

Python Articles

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Article

Depth-first Hybrid Search for GraphRAG

AI Atlas Python

Feb 02, 2025 | 14 min read

Article

Harnessing Natural Language for MongoDB Queries With Google Gemini

AI Google Cloud Atlas Python

Dec 13, 2024 | 8 min read

Article

Building a Foreign Correspondent With MongoDB, Anthropic's Claude, Python

AI Python

Dec 09, 2024 | 14 min read

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Python Quickstarts

All Python Quickstarts

Quickstart

Building AI and RAG Apps With MongoDB, Anyscale and PyMongo

AI Python Atlas

Mar 13, 2025 | 7 min read

Quickstart

Building RAG Pipelines With Haystack and MongoDB Atlas

AI Vector Search Python Atlas

Sep 18, 2024 | 4 min read

Quickstart

Best Practices for Using Flask and MongoDB

Flask Python MongoDB

Sep 16, 2024 | 5 min read

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Python Code Examples

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Code Example

A Spotify Song and Playlist Recommendation Engine

Spark AI MongoDB Data Visualization Python

Nov 13, 2023 | 6 min read

Code Example

Example Application for Dog Care Providers (DCP)

MongoDB Python

Jul 12, 2024 | 3 min read

Code Example

GroupUs

MongoDB JavaScript Python

Jul 07, 2022 | 1 min read

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Python Tutorials

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Tutorial

How to Use Cohere Embeddings and Rerank Modules With MongoDB Atlas

Python Atlas

Mar 13, 2025 | 10 min read

Tutorial

Enhancing LLM Accuracy Using MongoDB Vector Search and Unstructured.io Metadata

AI Python Atlas

Mar 12, 2025 | 12 min read

Tutorial

How to Seamlessly Use MongoDB Atlas and IBM watsonx.ai LLMs in Your GenAI Applications

AI Vector Search Python Atlas

Mar 12, 2025 | 9 min read

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Python Videos

All Python Videos

Video

Django MongoDB Backend Quickstart! A Step-by-Step Tutorial

Django MongoDB Python

Mar 10, 2025 | 21 min

Video

Meet the Makers Behind Django MongoDB Backend

Django MongoDB Python

Feb 10, 2025 | 45 min

Video

Improve Your LLM Applications Using Parent Document Retrieval

MongoDB Python

Jan 16, 2025 | 37 min

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Tutorial

How to Deploy a Flask Application With MongoDB on Fly.io

Learn how to deploy a Flask Application with MongoDB on Fly.io

MongoDB Python Flask

Dec 02, 2024

Karen Zhang

Tutorial

How to Implement Working Memory in AI Agents and Agentic Systems for Real-time AI Applications

Atlas Vector Search Python AI Pandas

Nov 18, 2024

Richmond Alake

Tutorial

Trader Joe's Fall Faves Party Planner With Playwright, LlamaIndex, and MongoDB Atlas Vector Search

In this tutorial, we create a Trader Joe’s AI party planner using Playwright to scrape our fall faves and the LlamaIndex/Atlas Vector Search integration to build a chatbot to answer questions about our items!

MongoDB Python AI

Nov 12, 2024

Anaiya Raisinghani

Tutorial

How to Choose the Best Embedding Model for Your LLM Application

In this tutorial, we will see why embeddings are important for RAG, and how to choose the best embedding model for your RAG application.

Atlas Python AI

Nov 07, 2024

Apoorva Joshi

Tutorial

Simplify Semantic Search With LangChain and MongoDB

Dive into semantic search with our tutorial on integrating LangChain and MongoDB. Simplify loading, transforming, embedding, and storing data.

Python Atlas Vector Search AI

Oct 28, 2024

Brian Leonard

Video

Sip, Swig, and Search with Playwright, OpenAI and MongoDB Atlas Search

✅ Atlas Search → https://mdb.link/DzDnm_cB-IAsearch ✅ Playwright → https://playwright.dev/ ✅ OpenAI's Structured Outputs → https://openai.com/index/introducing-structured-outputs-in-the-api/ ✅ MongoDB Developer Forum → https://mdb.link/DzDnm_cB-IA-forum - Join Developer Advocate Anaiya Raisinghani as she takes you through her tutorial finding the best fall drinks from Utah's most famous "dirty" soda chain, Swig! We will be using Playwright, OpenAI's Structured Outputs and MongoDB's Atlas Search to accomplish this goal.

Atlas Python AI

Oct 28, 2024

Article

Discover Latent Semantic Structure With Vector Clustering

Leverage the mathematical properties of a population of db AI-embedded vectors to extract potential novel business intelligence.

Atlas Vector Search Python AI

Oct 11, 2024

Scott Kurowski

Tutorial

How to Use Cohere's Quantized Vectors to Build Cost-effective AI Apps With MongoDB

Learn how to build cost-effective AI apps using Cohere's quantized vectors and MongoDB Atlas. This tutorial covers vector quantization techniques, efficient embedding storage, and optimized vector search operations. Discover how to leverage BSON encoding and int8 quantization to significantly reduce storage requirements while maintaining search accuracy. Ideal for developers looking to scale their AI applications and optimize performance in production environments.

Atlas Vector Search Python AI

Oct 03, 2024

Richmond Alake (+1)

Tutorial

Smart Filtering: A Guide to Generating Pre-filters for Semantic Search

Dive into what smart filtering is, how it works, and why it's essential for building better search experiences. Use metadata and vector search to deliver search results that truly match your intent.

Python AI

Oct 02, 2024

Vipul Bhardwaj (+1)

Tutorial

Sip, Swig, and Search With Playwright, OpenAI, and MongoDB Atlas Search

In this tutorial, let’s figure out the best fall Utah “dirty” sodas from the soda chain Swig using Playwright, structured OpenAI outputs, and MongoDB’s Atlas Search.

Atlas Python AI

Oct 01, 2024

Anaiya Raisinghani