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Depth-first Hybrid Search for GraphRAG

This article compares five retrieval strategies namely pre-filtering, vector search, full-text search, hybrid search, and graph-based retrieval for RAG....
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AIAtlasPython

Feb 01, 2025 | 14 min read
Richmond Alake
Tutorial

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

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Feb 01, 2025 | 10 min read
Tutorial

Boosting AI: Build Your Chatbot Over Your Data With MongoDB Atlas Vector Search and LangChain Templates Using the RAG Pattern

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Jan 29, 2025 | 7 min read
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Depth-first Hybrid Search for GraphRAG

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Feb 01, 2025 | 14 min read
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Harnessing Natural Language for MongoDB Queries With Google Gemini

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Dec 13, 2024 | 8 min read
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Building a Foreign Correspondent With MongoDB, Anthropic's Claude, Python

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Dec 09, 2024 | 14 min read
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Building AI Multi-Agents with BuildShip and MongoDB

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Nov 18, 2024 | 3 min read
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MongoDB Atlas Search Integration with BuildShip

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Oct 15, 2024 | 4 min read
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Building RAG Pipelines With Haystack and MongoDB Atlas

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Sep 18, 2024 | 4 min read
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DeepSeek and the Future of LLMs: Why MongoDB’s LLM-agnostic Approach Matters

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Feb 01, 2025 | 10 min read
Tutorial

Boosting AI: Build Your Chatbot Over Your Data With MongoDB Atlas Vector Search and LangChain Templates Using the RAG Pattern

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Jan 29, 2025 | 7 min read
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Terraforming AI Workflows: RAG With MongoDB Atlas and Spring AI

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Jan 29, 2025 | 11 min read
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What is an Embedding? | MongoDB #ai #embeddingmodel

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Jan 23, 2025 | 1 min
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Using AI to increase customer lifetime value

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Jan 16, 2025 | 67 min
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PydanticAI and The Future of AI Agents

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Jan 08, 2025 | 57 min
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Article

Depth-first Hybrid Search for GraphRAG

This article compares five retrieval strategies namely pre-filtering, vector search, full-text search, hybrid search, and graph-based retrieval for RAG.
MongoDB thumbnail image

Feb 01, 2025
Richmond Alake
Tutorial

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

Discover how DeepSeek-R1—a revolutionary open-source LLM trained with innovative reinforcement learning—challenges commercial giants like GPT-4, while MongoDB’s LLM-agnostic architecture powers a cost-efficient, real-time retrieval-augmented generation system. Learn about advanced reasoning, benchmark performance, and practical implementation steps that make this cutting-edge AI solution a game-changer in the evolving AI landscape.
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Feb 01, 2025
Han Heloir (+1)
Tutorial

Boosting AI: Build Your Chatbot Over Your Data With MongoDB Atlas Vector Search and LangChain Templates Using the RAG Pattern

Learn how to enhance your AI chatbot's accuracy with MongoDB Atlas Vector Search and LangChain Templates using the RAG pattern in our guide.
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Jan 29, 2025
Arek Borucki
Tutorial

Terraforming AI Workflows: RAG With MongoDB Atlas and Spring AI

Learn how to automate infrastructure management with HashiCorp Terraform and MongoDB Atlas. This tutorial covers setting up clusters, vector search, and building a Spring Boot RAG app with OpenAI embeddings for intelligent data retrieval and scalable cloud integration.
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Jan 29, 2025
Tim Kelly
Tutorial

How To Build a Fraud Detection Model in Java Using Deeplearning4J

Learn how to combine neural networks and scalable data management to build a real-world fraud detection system in Java! This tutorial uses Deeplearning4J to train a neural network and MongoDB for efficient transaction data management. Follow along as we preprocess customer transaction data, train a model to spot fraud, and integrate MongoDB for scalability. Perfect for Java developers looking to dive into AI and build production-ready solutions.
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Jan 27, 2025
Tim Kelly
Video

What is an Embedding? | MongoDB #ai #embeddingmodel

Why do so many people suddenly care about embeddings, a concept that has existed since the 1950s? Let's talk about what embeddings are and how embedding models work. Learn more on Developer Center: https://mdb.link/embedding-model
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Jan 23, 2025
Tutorial

Building a Dynamic Pricing Microservice with Vertex AI and MongoDB Atlas

Utilizing MongoDB Atlas for efficient data storage and Google Cloud Platform for complex calculations and hosting, businesses can implement real-time pricing adjustments based on customer behavior and competitor data.
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Jan 22, 2025
Francesco Baldissera (+1)
Video

Using AI to increase customer lifetime value

✅ Try MongoDB 8.0 → https://mdb.link/_s-55j3C4n4 ✅ Sign-up for a free cluster → https://mdb.link/_s-55j3C4n4-try ✅ Subscribe to MongoDB YouTube → https://mdb.link/subscribe - Your customers are making the extraordinary investment of calling or chatting with your business. We will show you how Agmeta and MongoDB help you find the customer centric CSAT for 100% of interactions without any surveys. Then we leverage other customer data to show which customers are at risk of churn, and where you can upsell; all of this is in an easy to consume, timely and very actionable way.
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Jan 16, 2025
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)