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Tutorial

Leveraging OpenAI and MongoDB Atlas for Improved Search Functionality

This article delves into the integration of search functionality in web apps using OpenAI's GPT-4 model and MongoDB's Atlas Vector search. By harnessing the capabilities of AI and database management, we illustrate how to create a request handler that fetches data based on user queries and applies additional filters, enhancing user experience....
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Node.jsMachine LearningAtlasSearchJavaScript

Sep 29, 2023
Pavel Duchovny
Tutorial

Adding Real-Time Notifications to Ghost CMS Using MongoDB and Server-Sent Events

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Aug 14, 2023
Video

Vector Search: The Future of Data Querying Explained | Semantic Searching

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Sep 20, 2023
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What to Expect from Realm JavaScript v12

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Jun 13, 2023
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Building Remix Applications with the MongoDB Stack

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Jun 13, 2023
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Technical Preview of a Realm Flipper Plugin

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Oct 20, 2022
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How to Connect MongoDB Atlas to Vercel Using the New Integration

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Jun 14, 2022
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Getting Started with MongoDB & Mongoose

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May 19, 2022
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Realm Web SDK Tutorial

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Jan 26, 2023
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GroupUs

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Jul 07, 2022
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Magazine Management

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Jul 07, 2022
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Trends analyser

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Jul 07, 2022
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Multiple MongoDB Connections in a Single Application

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Nov 13, 2023
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Getting Started with MongoDB and AWS Codewhisperer

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Nov 06, 2023
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Using MongoDB Atlas Triggers to Summarize Airbnb Reviews with OpenAI

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Oct 31, 2023
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Deep Dive into HNSW Architecture: Solving Problems with MongoDB Vector Search

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Oct 11, 2023
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EASY: Build Generative AI Applications

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Oct 04, 2023
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RAG Architecture & MongoDB: The Future of Generative AI Apps

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Oct 04, 2023
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Tutorial

Multiple MongoDB Connections in a Single Application

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Nov 08, 2023
Vishal Turi
Tutorial

Getting Started with MongoDB and AWS Codewhisperer

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Nov 06, 2023
Shane McAllister
Tutorial

Using MongoDB Atlas Triggers to Summarize Airbnb Reviews with OpenAI

Uncover the synergy of MongoDB Atlas triggers and OpenAI models in real-time analysis and summarization of Airbnb reviews. ...
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Oct 31, 2023
Pavel Duchovny
Tutorial

How to Send MongoDB Document Changes to a Slack Channel

Learn how to use triggers in MongoDB Atlas to send information about changes to a document to Slack....
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Oct 26, 2023
Josman Pérez Expóstio
Tutorial

How to Build a Healthcare Interoperability Microservice Using FHIR and MongoDB

Learn how to build a healthcare interoperability microservice, secured with JWT using FHIR and MongoDB....
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Oct 17, 2023
Paul Claret
Video

Deep Dive into HNSW Architecture: Solving Problems with MongoDB Vector Search

✅ Sign-up for a free cluster at → https://mdb.link/free-vs-3 ✅ Get help on our Community Forums → https://mdb.link/community-vs-3 In this livestream, will be doing a deep dive on the Hierarchical Navigable Small World (HNSW) architecture. We will discuss what problems it aims to solve, how it is built, how it is queried, and different approaches to improve on it that are being explored. 📚 Resources 📚 ✅ Atlas Vector Search → https://mdb.link/vector-search-3 ✅ Code: https://github.com/hweller1/sample_atlas_vector_search_notebooks ✅ knnBeta Docs: https://mdb.link/knnbeta-vs-3 ------ ✅ Subscribe to our channel → https://mdb.link/subscribe #MongoDB #VectorSearch #AI...
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Oct 11, 2023
Video

EASY: Build Generative AI Applications

✅ Sign-up for a free cluster at → https://mdb.link/free-wOdZ1hEWvjU ✅ Get help on our Community Forums → https://mdb.link/community-wOdZ1hEWvjU ** Support for the '$vectorSearch' aggregation pipeline stage is available with MongoDB Atlas 6.0.11 and 7.0.2. ** 🔥 Unlock the Power of AI with MongoDB and Atlas Vector Search 🔥 Are you ready to step into the future with the 4th Industrial Revolution? Dive deep into the world of Artificial Intelligence and Large Language Models (LLMs) with this comprehensive guide. Learn how to leverage the power of LLMs and MongoDB's Atlas Vector Search to build transformative AI-powered applications. 🚀 👉 What You'll Learn: → The evolution of AI and its role in the 4th Industrial Revolution. → How generative AI is changing the game with ChatGPT. → The magic behind Large Language Models (LLMs). → How to use MongoDB and Atlas Vector Search for semantic search applications. → Hands-on example: Building a movie recommendation system using semantic search. 🎬 🛠 Technologies Used: → MongoDB → Atlas Vector Search → HuggingFace → Node.js 🔗 Resources 🔗 ✅ Written article with Python code snippets → https://mdb.link/article-wOdZ1hEWvjU ✅ Atlas Vector Search Docs → https://mdb.link/vector-search-docs-wOdZ1hEWvjU ⏱️ Timestamps ⏱️ 00:00 - Intro 01:42 - What are vector embeddings? 02:18 - What is vector search? 03:20 - What is Atlas Vector Search? 04:14 - Semantic search for movie recommendations 05:10 - Step 1: Setup & Connect to your MongoDB instance 07:39 - Step 2: Set up the embedding creation function 10:21 - Step 3: Create and store embeddings 13:09 - Step 4: Create a vector search index 14:20 - Step 5: Query your data ------ ✅ Subscribe to our channel → https://mdb.link/subscribe...
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Oct 04, 2023
Video

RAG Architecture & MongoDB: The Future of Generative AI Apps

✅ Sign-up for a free cluster at → https://mdb.link/free-vs-2 ✅ Get help on our Community Forums → https://mdb.link/community-vs-2 In this livestream, we will delve into the latest advancements in Large Language Models (LLMs) and their multifaceted capabilities in generating code, images, and text. Discover the intricacies of building generative AI apps, leveraging RAG architecture, and how the MongoDB stack simplifies it. We will also explore the use of diverse modalities of data, navigate the choice of AI models for generating embeddings, various chunking strategies, and generating embeddings. 📚 Resources 📚 ✅ Article: https://mdb.link/article-pkUcSTMgETI ✅ Article: https://medium.com/llamaindex-blog/build-a-chatgpt-with-your-private-data-using-llamaindex-and-mongodb-b09850eb154c ✅ Atlas Vector Search → https://mdb.link/vector-search-2 ------ ✅ Subscribe to our channel → https://mdb.link/subscribe #MongoDB #VectorSearch #AI...
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Oct 04, 2023
Tutorial

Leveraging OpenAI and MongoDB Atlas for Improved Search Functionality

This article delves into the integration of search functionality in web apps using OpenAI's GPT-4 model and MongoDB's Atlas Vector search. By harnessing the capabilities of AI and database management, we illustrate how to create a request handler that fetches data based on user queries and applies additional filters, enhancing user experience....
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Sep 29, 2023
Pavel Duchovny
Video

Vector Search: The Future of Data Querying Explained | Semantic Searching

✅ Sign-up for a free cluster at → https://mdb.link/free-1ZIYVNvRVsY ✅ Get help on our Community Forums → https://mdb.link/community-1ZIYVNvRVsY ** Support for the '$vectorSearch' aggregation pipeline stage is available with MongoDB Atlas 6.0.11 and 7.0.2. ** Welcome to this comprehensive guide on Vector Search, a revolutionary technique that allows you to search data based on meaning rather than just keywords. If you've ever struggled to find exactly what you're looking for in a database, this video is for you. We'll explore how Vector Search works, its benefits, and how to implement it in MongoDB for a seamless and powerful search experience. 🛠 What You'll Learn What is Vector Search?: Understand the machine learning models behind Vector Search and how they transform text, audio, images, or other types of data into high-dimensional vectors. Benefits of Vector Search: Discover why semantic understanding, scalability, and flexibility make Vector Search a must-have feature for modern databases. MongoDB & Vector Search: Learn how to set up Vector Search in MongoDB Atlas, create triggers with OpenAI API, and perform vector search queries. We'll walk you through each step, from setting up your MongoDB Atlas account to writing JavaScript functions for querying. 📚 Resources 📚 ✅ Written article & code → https://mdb.link/semantic-search-mongodb-atlas-vector-search-1ZIYVNvRVsY ✅ Vector Search Documentation→ https://mdb.link/vector-search-1ZIYVNvRVsY ✅ OpenAI → https://platform.openai.com/overview ✅ Create your first FREE MongoDB Atlas Cluster → https://youtu.be/jXgJyuBeb_o ------ ✅ Subscribe to our channel → https://mdb.link/subscribe...
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Sep 20, 2023