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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
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How to Use Azure Credits for MongoDB Atlas: Deploy a MERN Stack App

✅ Sign-up for a free cluster at: https://mdb.link/free-wqZFZbmPvno ✅ Get help on our Community Forums: https://mdb.link/community-wqZFZbmPvno ✅ An Azure subscription (get started for free): https://trymongodb.com/46MPRxL MongoDB Atlas and Azure are great friends! In fact, they became even better friends recently with the addition of the MongoDB Atlas Pay-as-You-Go Software as a Service (SaaS) subscription to the Azure Marketplace, allowing you to use your existing Azure credits to enjoy all the benefits of the MongoDB Atlas Developer Data Platform. So there is no better time to learn how you can take advantage of both of these. In this video, we are going to see how you can deploy a MERN stack application to Azure Web Apps, part of Azure App Service, in a few simple steps. 📚 Resources 📚 Written blog & code → https://mdb.link/getting-started-azure-app-service-atlas Microsoft Azure subscription → https://mdb.link/atlasazurepaygsaas ------ ✅ Subscribe to our channel → https://mdb.link/subscribe
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Sep 12, 2023
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How to use Azure Functions with the MongoDB Node.js Drivers

✅ Sign-up for a free cluster at: https://mdb.link/free-DpGq9iu3Q8E ✅ Get help on our Community Forums: https://mdb.link/community-DpGq9iu3Q8E Learn how to setup and deploy serverless functions with Azure Functions that interact with MongoDB in this video tutorial featuring Nic Raboy. You'll see how to configure Microsoft Azure, build and test a local functions project, deploy to the cloud, and interact with MongoDB. Resources: https://trymongodb.com/3FxsGdk Connect with Nic on Twitter: https://twitter.com/nraboy ⏱️ Timestamps ⏱️ 00:00 - Intro 00:28 - The Prerequisites 02:05 - Create New Azure Project 06:20 - Create New Azure Function 19:03 - Run and Test an Azure Function Locally 20:07 - Link the Remote and Local Azure Projects 22:24 - Creating Environment Variables in Azure 24:45 - Push the Local Function to the Cloud 26:51 - A Review of the Azure Functions with MongoDB Development Process — Subscribe to MongoDB ➡️ https://bit.ly/3bpg1Z1 #mongodb #azure #nodejs #database
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Dec 15, 2022
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Build a Totally Serverless REST API with MongoDB Atlas

✅ Sign-up for a free cluster at: https://mdb.link/free-FkD_tf8vkfg ✅ Get help on our Community Forums: https://mdb.link/community-FkD_tf8vkfg Want to go totally serverless in your application development? I’m talking serverless database and serverless application for maximum scalability. In this tutorial, Nic Raboy demonstrates how to launch a serverless database instance of MongoDB, create a serverless function with JavaScript, and make everything accessible with HTTPS endpoints. Connect with Nic on Twitter: https://twitter.com/nraboy ⏱️ Timestamps ⏱️ 00:00:00 - Intro 00:00:43 - Create a MongoDB Serverless Instance 00:02:19 - Create a Serverless Application with Atlas App Services 00:03:36 - Create HTTPS Endpoints 00:06:38 - Adding Serverless Function Logic to an HTTPS Endpoint 00:10:29 - Testing your HTTPS Endpoint and Function 00:12:03 - More HTTPS Endpoints and Functions 00:15:27 - A Review of the Development Process 00:16:30 - A Quick Note on MongoDB Atlas Serverless Security 00:18:47 - Outro — Subscribe to MongoDB ➡️ https://bit.ly/3bpg1Z1 #mongodb #database #serverless
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Nov 15, 2022
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Create a Twitter Clone using Next.js, MongoDB, Auth0, & Deploy to Vercel

✅ Sign-up for a free cluster at: https://mdb.link/free-xiowCksSKpk ✅ Get help on our Community Forums: https://mdb.link/community-xiowCksSKpk In this video, we'll create a Twitter clone Jamstack application using the MongoDB Atlas Data API, @Auth0, Next.js, and @VercelHQ. This workshop will walk you through each step and will help you easily follow along step by step. 📚 RESOURCES 📚 GitHub Repo: https://github.com/mongodb-developer/social-app-demo MongoDB Atlas: https://bit.ly/mongodb-free MongoDB VS Code extension: https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode MongoDB Compass: https://mongodb.prakticum-team.ru/try/download/compass Auth0: https://auth0.com/signup Vercel: https://vercel.com/signup Connect with Jesse: Twitter: https://bit.ly/tweet-codeSTACKr ⏱️ Timestamps ⏱️ 00:00:00 - Intro 00:00:33 - Agenda 00:00:59 - Exercise Overview 00:02:18 - Prerequisites 00:03:04 - What is the Jamstack? 00:06:00 - Reduce Complexity & Increase Portability 00:06:10 - What is Serverless? 00:07:13 - Serverless Instances 00:08:16 - Atlas Serverless Functions & HTTPS Endpoints 00:09:18 - Atlas Data API 00:10:26 - Consider the Alternatives 00:11:27 - Workshop GitHub Repo 00:11:59 - Lesson 1 - Fork & Clone the Workshop Repo 00:13:31 - Lesson 2 - Create Atlas Cluster 00:18:35 - Lesson 3 - Load Sample Data 00:19:22 - Option 1: MongoDB VS Code Extension 00:23:26 - Option 2: MongoDB Compass 00:26:12 - Lesson 4 - Test Data API 00:31:55 - Lesson 5 - Set Up Local App 00:48:23 - Lesson 6 - Atlas Functions & HTTPS Endpoints 00:50:38 - Lesson 7 - Configure User Auth 01:07:04 - Lesson 8 - Add Like Functionality 01:13:27 - Lesson 9 - Create Search Index & Route 01:20:06 - Lesson 10 - Deploy your Application! --- Subscribe to MongoDB ➡️ https://bit.ly/3bpg1Z1 #mongodb #database #tutorial
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Sep 27, 2022
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Application Deployment in Kubernetes with the MongoDB Atlas Operator

✅ Subscribe to MongoDB Atlas on Google Cloud: https://bit.ly/3KOx4H9 In this video, we’ll setup a MERN stack application in just minutes, and use the Kubernetes Atlas operator to connect our backend to Atlas using a Kubernetes secret. 📚 For readers, here is a written version: https://mongodb.prakticum-team.ru/developer/products/atlas/kubernetes-operator-application-deployment/ 😎 Connect with Cedric: Twitter: https://twitter.com/cedricclyburn LinkedIn: https://www.linkedin.com/in/cedricclyburn ⏱️ Timestamps ⏱️ 0:00 Introduction 00:24: Prerequisites 00:43: Getting started 04:13: Using the MongoDB Atlas Operator for Kubernetes 08:35: Create and manage an Atlas deployment 12:49: Configure the application back end using the Atlas operator --- Subscribe to MongoDB ➡️ https://bit.ly/3bpg1Z1 #mongodb #kubernetes #database
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Sep 13, 2022
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How to Deploy your Serverless Full-Stack App with Google Cloud Run and MongoDB Atlas

✅ Subscribe to MongoDB Atlas on Google Cloud: https://bit.ly/3KOx4H9 ✅ Sign-up for a free cluster at: https://mdb.link/free--UobUxpW6WQ ✅ Get help on our Community Forums: https://mdb.link/community--UobUxpW6WQ In this video, you'll learn what is serverless, how to deploy a serverless MEAN stack application on Google Cloud Run, and how to create a MongoDB Atlas serverless instance. 📚 RESOURCES 📚 Learn more about Google Cloud Run and MongoDB Atlas serverless instances - https://bit.ly/serverless-atlas-cloud-run ⏱️ Timestamps ⏱️ 0:00 Introduction 0:14 Autoscaling 1:18 Improved developer productivity 1:50 Better billing model 2:16 Serverless considerations 3:03 Google Cloud Run 3:47 MongoDB Atlas serverless instances 5:18 Serverless MEAN stack 6:11 Deploying to Cloud Run 8:42 Node.js API service configuration 10:14 Angular client service configuration 11:21 Angular Firebase deployment 11:32 Cloud Run command-line deployment --- Subscribe to MongoDB ➡️ https://bit.ly/3bpg1Z1 #mongodb #google-cloud #serverless
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Sep 06, 2022
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Build a Modern App Stack with MongoDB & Apollo GraphQL using a Supergraph!

✅ Sign-up for a free cluster at: https://mdb.link/free-NAEasz6m--w ✅ Get help on our Community Forums: https://mdb.link/community-NAEasz6m--w In this live-coding video, Stanimira Vlaeva (MongoDB) and Jesse Lovelace (Apollo) build a supergraph from scratch using Apollo Federation, a declarative, modular GraphQL architecture! 💻 PROJECT SOURCE CODE 💻 https://github.com/mongodb-developer/rockets-store ⏱️ Timestamps ⏱️ 0:00:00 Introduction 0:00:33 Atlas GraphQL API 0:02:31 GraphQL Monolith Problems 0:04:41 Apollo Federation 0:13:58 Overview of the ‘E-Commerce’ Subgraph Schema 0:22:41 Scaffolding the Gateway 0:27:30 Building the ‘Launches’ Subgraph 0:49:54 Federated Architecture and Relating Data from Subgraphs 1:24:15 Apollo Federation Q&A 1:32:19 Integrating the Apollo Supergraph with a Web Application --- Subscribe to MongoDB ➡️ https://bit.ly/3bpg1Z1 #mongodb #graphql
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Aug 23, 2022
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How to Integrate Vercel & MongoDB Step-by-Step

✅ Create a new Vercel project: https://bit.ly/vercel-mdb" target="_blank" rel="noreferrer">https://bit.ly/vercel-mdb ✅ Sign-up for a free cluster at: https://mdb.link/free-JIlYroSsInU" target="_blank" rel="noreferrer">https://mdb.link/free-JIlYroSsInU ✅ Get help on our Community Forums: https://mdb.link/community-JIlYroSsInU Getting a MongoDB Atlas database created and linked to your Vercel project has never been easier. In this video, we’ll get everything set up—including a starter Next.js application—in just minutes and show you how to properly connect to your database using a serverless function. 📚 For readers, here are written versions: - https://mdb.link/vercel-integration - https://mdb.link/vercel-serverless 📚 RESOURCES 📚 Vercel: https://bit.ly/vercel-mdb" target="_blank" rel="noreferrer">https://bit.ly/vercel-mdb Atlas: https://mdb.link/free-JIlYroSsInU" target="_blank" rel="noreferrer">https://mdb.link/free-JIlYroSsInU Node.js: https://bit.ly/node-mdb Atlas CLI: https://mdb.link/atlas-cli-JIlYroSsInU Connect with Jesse: Twitter: https://twitter.com/codeSTACKr ⏱️ Timestamps ⏱️ 0:00 Intro 0:16 Prerequisites 0:27 What is Vercel? 0:52 Create a starter project 1:56 Create a Vercel project and integrate MongoDB 4:27 Sync Vercel settings to local environment 6:30 Working with Vercel serverless functions 7:28 Configuring a database cluster in MongoDB Atlas 8:28 Connect to MongoDB and cache connections for a performance optimized experience 13:35 Querying MongoDB from a Vercel function in the Next.js application 15:23 Manage connection using JavaScript modules 17:15 Adding our data to the frontend --- ✅ Subscribe to our channel → https://mdb.link/subscribe #mongodb #serverless #nextjs
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Aug 02, 2022
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Developing a Web Application with Netlify Serverless Functions and MongoDB

✅ Sign-up for a free cluster at: https://mdb.link/free-T0QS64-laHE ✅ Get help on our Community Forums: https://mdb.link/community-T0QS64-laHE 📚 For readers, here's a written version: https://bit.ly/3PHg07N Learn how to deploy a scalable serverless application with Netlify Serverless Functions and MongoDB Atlas in this tutorial by Nic Raboy. --- Subscribe to MongoDB ►►► https://bit.ly/3bpg1Z1 ⏱️ Timestamps ⏱️ 0:00 Introduction 0:15 Requirements 2:00 Create a new Netlify project with the Netlify CLI 3:34 Create a Netlify Function that interacts with MongoDB 12:45 Consume the Netlify Function from an HTML file with JavaScript 17:34 Deploy the Netlify Function with website to the cloud #webdevelopment #serverless #mongodb
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Jul 27, 2022