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Tutorial

How to Improve LLM Applications With Parent Document Retrieval Using MongoDB and LangChain

In this tutorial, you will learn about a technique called parent document retrieval and implement it in RAG and Agentic workflows using MongoDB’s LangChain integration....
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AIPythonAtlas

Feb 11, 2025 | 15 min read
Apoorva Joshi
Tutorial

Optimizing for Relevance Using MongoDB Atlas and LlamaIndex

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Feb 11, 2025 | 13 min read
Article

Depth-first Hybrid Search for GraphRAG

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Feb 02, 2025 | 14 min read
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Depth-first Hybrid Search for GraphRAG

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Feb 02, 2025 | 14 min read
Article

Harnessing Natural Language for MongoDB Queries With Google Gemini

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Dec 13, 2024 | 8 min read
Article

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

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Dec 09, 2024 | 14 min read
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Quickstart

Building AI Multi-Agents with BuildShip and MongoDB

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Nov 18, 2024 | 3 min read
Quickstart

MongoDB Atlas Search Integration with BuildShip

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Oct 15, 2024 | 4 min read
Quickstart

Building RAG Pipelines With Haystack and MongoDB Atlas

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Sep 18, 2024 | 4 min read
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Tutorial

How to Improve LLM Applications With Parent Document Retrieval Using MongoDB and LangChain

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Feb 11, 2025 | 15 min read
Tutorial

Optimizing for Relevance Using MongoDB Atlas and LlamaIndex

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Feb 11, 2025 | 13 min read
Tutorial

DeepSeek and the Future of LLMs: Why MongoDB’s LLM-agnostic Approach Matters

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Feb 01, 2025 | 10 min read
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What is an Embedding? | MongoDB #ai #embeddingmodel

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Jan 23, 2025 | 1 min
Video

Using AI to increase customer lifetime value

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Jan 16, 2025 | 63 min
Video

PydanticAI and The Future of AI Agents

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Jan 08, 2025 | 56 min
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Tutorial

Building an AI Agent With Semantic Kernel, C#, OpenAI, and MongoDB Atlas

Learn how to easily create an AI agent application using MongoDB Atlas, Microsoft’s Semantic Kernel, C#, and OpenAI with Developer Advocate Luce Carter.
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Jan 14, 2025
Luce Carter
Tutorial

Movie Score Prediction with BigQuery, Vertex AI, and MongoDB Atlas

We're using BigQuery, Vertex AI, and MongoDB Atlas to predict a categorical variable using a Supervised Machine Learning Model created with AutoML.
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Jan 13, 2025
Abirami Sukumaran (+1)
Video

PydanticAI and The Future of AI Agents

✅ Try MongoDB 8.0 → https://mdb.link/2HPQKIGwQV0 ✅ Sign-up for a free cluster → https://mdb.link/2HPQKIGwQV0-free ✅ GitHub repository → https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/agents/ai_agent_with_pydanticai_and_mongodb.ipynb - Discover how to implement an AI Agent using one of the latest frameworks PydanticAI. In this session, we will explore how to leverage Pydantic AI to implement an AI Agent, with Agentic RAG capabilities and access to the internet to handle queries. We will also explore what the future of AI Agents and Agentic Systems looks like in 2025 and beyond.
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Jan 08, 2025
Video

How AI is Changing RevOps, a Story of MopsAI

✅ Try MongoDB 8.0 → https://mdb.link/p2YpbOrZy80 ✅ Sign-up for a free cluster → https://mdb.link/p2YpbOrZy80-register ✅ Subscribe to MongoDB YouTube → https://mdb.link/subscribe - Based on MongoDB's own experience in leveraging AI to streamline RevOps processes, we believe that by integrating Atlas vector search into tools, developers can significantly enhance their workflows and drive innovation. By adopting AI skills and understanding the potential of large language models, developers can create more intelligent and efficient solutions for the future of marketing and sales. Join us as Shane McAllister talks to Fabio Falavinha, Senior Software Development Engineer at MongoDB, to learn more about how Atlas Vector Search can help.
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Jan 06, 2025
Tutorial

How to Deploy Vector Search, Atlas Search, and Search Nodes With the Atlas Kubernetes Operator

Learn how to deploy MongoDB Atlas Vector Search, Atlas Search, and Search Nodes using the Atlas Kubernetes Operator. This tutorial covers step-by-step instructions to integrate advanced search capabilities into Kubernetes clusters, enabling scalable, high-performance workloads with MongoDB Atlas.
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Dec 20, 2024
Rutuja Rajwade (+1)
Article

Harnessing Natural Language for MongoDB Queries With Google Gemini

By integrating MongoDB Atlas with Vertex AI Extensions, we offer a solution that enhances the accessibility and usability of the database.
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Dec 13, 2024
Venkatesh Shanbhag (+1)
Video

What does Aperol Spritz have to do with MongoDB??

Let's find the closest Aperol spritz to you with MongoDB geospatial queries and Atlas Vector Search.
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Dec 12, 2024
Article

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

Join guest author Marko Aleksendric to learn how to use MongoDB, Anthropic's Claude and Python to create a simple web application aimed to help a virtual friend in a foreign country translate the local news items.
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Dec 09, 2024
Marko Aleksendrić
Video

❓PostgreSQL vs. MongoDB for GenAI

Find out which data model — RDBMS or document — is better suited for large, complex, generative AI workloads.
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Dec 04, 2024
Video

PostgreSQL vs. MongoDB: Which Is Better for GenAI?

✅ Github - https://mdb.link/_zg90Rb9S2M - Find out which data model — RDBMS or document — is better suited for large, complex, generative AI workloads. In this video, we compare PostgreSQL and MongoDB to see which handles Generative AI (GenAI) workloads better. We look at their data models, storage engines, and how they manage large, complex data typical in GenAI applications. Through benchmark tests, we show their efficiency in processing large documents and multi-attribute data, helping you choose the right database for your AI projects.
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Dec 04, 2024