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devcenter | https://www.mongodb.com/developer/products/mongodb/8-fastapi-mongodb-best-practices | created | # 8 Best Practices for Building FastAPI and MongoDB Applications
FastAPI is a modern, high-performance web framework for building APIs with Python 3.8 or later, based on type hints. Its design focuses on quick coding and error reduction, thanks to automatic data model validation and less boilerplate code. FastAPI’s su... | md | {
"tags": [
"MongoDB",
"Python",
"FastApi"
],
"pageDescription": "FastAPI seamlessly integrates with MongoDB through the Motor library, enabling asynchronous database interactions.",
"contentType": "Article"
} | 8 Best Practices for Building FastAPI and MongoDB Applications | 2024-05-20T17:32:23.502Z |
devcenter | https://www.mongodb.com/developer/products/atlas/evaluate-llm-applications-rag | created | # RAG Series Part 2: How to Evaluate Your RAG Application
If you have ever deployed machine learning models in production, you know that evaluation is an important part of the process. Evaluation is how you pick the right model for your use case, ensure that your model’s performance translates from prototype to produc... | md | {
"tags": [
"Atlas",
"Python",
"AI"
],
"pageDescription": "In this tutorial, we will see how to evaluate LLM applications using the RAGAS framework, taking a RAG system as an example.",
"contentType": "Tutorial"
} | RAG Series Part 2: How to Evaluate Your RAG Application | 2024-05-20T17:32:23.502Z |
devcenter | https://www.mongodb.com/developer/products/atlas/atlas-terraform-cluster-backup-policies | created | # MongoDB Atlas With Terraform - Cluster and Backup Policies
In this tutorial, I will show you how to create a MongoDB cluster in Atlas using Terraform. We saw in a previous article how to create an API key to start using Terraform and create our first project module. Now, we will go ahead and create our first cluster... | md | {
"tags": [
"Atlas",
"Terraform"
],
"pageDescription": "Learn to manage cluster and backup policies using terraform",
"contentType": "Tutorial"
} | MongoDB Atlas With Terraform - Cluster and Backup Policies | 2024-05-20T17:32:23.502Z |
devcenter | https://www.mongodb.com/developer/products/mongodb/use-union-all-aggregation-pipeline-stage | created | # How to Use the Union All Aggregation Pipeline Stage in MongoDB 4.4
With the release of MongoDB 4.4 comes a new aggregation
pipeline
stage called `$unionWith`. This stage lets you combine multiple
collections into a single result set!
Here's how you'd use it:
**Simplified syntax, with no additional processing on th... | md | {
"tags": [
"MongoDB"
],
"pageDescription": "Learn how to use the Union All ($unionWith) aggregation pipeline stage, newly released in MongoDB 4.4.",
"contentType": "Tutorial"
} | How to Use the Union All Aggregation Pipeline Stage in MongoDB 4.4 | 2024-05-20T17:32:23.501Z |
devcenter | https://www.mongodb.com/developer/languages/python/beanie-odm-fastapi-cocktails | created | # Build a Cocktail API with Beanie and MongoDB
I have a MongoDB collection containing cocktail recipes that I've made during lockdown.
Recently, I've been trying to build an API over it, using some technologies I know well. I wasn't very happy with the results. Writing code to transform the BSON that comes out of Mon... | md | {
"tags": [
"Python",
"Atlas",
"Flask"
],
"pageDescription": "This new Beanie ODM is very good.",
"contentType": "Tutorial"
} | Build a Cocktail API with Beanie and MongoDB | 2024-05-20T17:32:23.501Z |
devcenter | https://www.mongodb.com/developer/languages/cpp/noise-sensor-mqtt-client | created | # Red Mosquitto: Implement a noise sensor with an MQTT client in an ESP32
Welcome to another article of the "Adventures in IoT" series. So far, we have defined an end-to-end project, written the firmware for a Raspberry Pi Pico MCU board to measure the temperature and send the value via Bluetooth Low Energy, learned h... | md | {
"tags": [
"C++",
"Rust",
"RaspberryPi"
],
"pageDescription": "We write in Rust from scratch the firmware of a noise sensor implemented with an ESP32. We use the neopixel to inform the user about the status of the device. And we make that sensor expose the measurements through MQTT.",
"contentType"... | Red Mosquitto: Implement a noise sensor with an MQTT client in an ESP32 | 2024-05-20T17:32:23.502Z |
devcenter | https://www.mongodb.com/developer/products/mongodb/python-subsets-and-joins | created | # Coding With Mark: Abstracting Joins & Subsets in Python
This tutorial will talk about MongoDB design patterns — specifically, the Subset Pattern — and show how you can build an abstraction in your Python data model that hides how data is actually modeled within your database.
This is the third tutorial in a series!... | md | {
"tags": [
"MongoDB",
"Python"
],
"pageDescription": "Learn how to use advanced Python to abstract subsets and joins in MongoDB data models.",
"contentType": "Tutorial"
} | Coding With Mark: Abstracting Joins & Subsets in Python | 2024-05-20T17:32:23.502Z |
devcenter | https://www.mongodb.com/developer/products/atlas/building-real-time-dynamic-seller-dashboard | created | # Building a Real-Time, Dynamic Seller Dashboard on MongoDB
One of the key aspects of being a successful merchant is knowing your market. Understanding your top-selling products, trending SKUs, and top customer locations helps you plan, market, and sell effectively. As a marketplace, providing this visibility and insi... | md | {
"tags": [
"Atlas",
"Python",
"Java",
"JavaScript"
],
"pageDescription": "In this article, we're looking at how a single query on MongoDB can power a real-time view of top-selling products, and deep-dive into the top-selling regions.",
"contentType": "Tutorial"
} | Building a Real-Time, Dynamic Seller Dashboard on MongoDB | 2024-05-20T17:32:23.501Z |
devcenter | https://www.mongodb.com/developer/languages/java/microservices-architecture-spring-mongodb | created | # Microservices Architecture With Java, Spring, and MongoDB
## Introduction
"Microservices are awesome and monolithic applications are evil."
If you are reading this article, you have already read that a million times, and I'm not the one who's going to tell
you otherwise!
In this post, we are going to create a mic... | md | {
"tags": [
"Java",
"MongoDB",
"Spring",
"Docker"
],
"pageDescription": "In this post, you'll learn about microservices architecture and you'll be able to deploy your first architecture locally using Spring Boot, Spring Cloud and MongoDB.",
"contentType": "Tutorial"
} | Microservices Architecture With Java, Spring, and MongoDB | 2024-05-20T17:32:23.502Z |
devcenter | https://www.mongodb.com/developer/products/mongodb/how-maintain-multiple-versions-record-mongodb | created | # How to Maintain Multiple Versions of a Record in MongoDB (2024 Updates)
Over the years, there have been various methods proposed for versioning data in MongoDB. Versioning data means being able to easily get not just the latest version of a document or documents but also view and query the way the documents were at ... | md | {
"tags": [
"MongoDB"
],
"pageDescription": "",
"contentType": "Tutorial"
} | How to Maintain Multiple Versions of a Record in MongoDB (2024 Updates) | 2024-05-20T17:32:23.502Z |
devcenter | https://www.mongodb.com/developer/products/mongodb/implementing-right-erasure-csfle | created | # Implementing Right to Erasure with CSFLE
The right to erasure, also known as the right to be forgotten, is a right granted to individuals under laws and regulations such as GDPR. This means that companies storing an individual's personal data must be able to delete it on request. Because this data can be spread acro... | md | {
"tags": [
"MongoDB",
"Python",
"Flask"
],
"pageDescription": "Learn how to make use of MongoDB's Client-Side Field Level Encryption to strengthen procedures for removing sensitive data.",
"contentType": "Article"
} | Implementing Right to Erasure with CSFLE | 2024-05-20T17:32:23.501Z |
devcenter | https://www.mongodb.com/developer/products/atlas/using-openai-latest-embeddings-rag-system-mongodb | created | # Using OpenAI Latest Embeddings In A RAG System With MongoDB
Using OpenAI Latest Embeddings in a RAG System With MongoDB
-----------------------------------------------------------
## Introduction
OpenAI recently released new embeddings and moderation models. This article explores the step-by-step implementation pr... | md | {
"tags": [
"Atlas",
"Python",
"AI"
],
"pageDescription": "Explore OpenAI's latest embeddings in RAG systems with MongoDB. Learn to enhance AI responses in NLP and GenAI with practical examples.",
"contentType": "Tutorial"
} | Using OpenAI Latest Embeddings In A RAG System With MongoDB | 2024-05-20T17:32:23.501Z |
devcenter | https://www.mongodb.com/developer/languages/csharp/crud-changetracking-mongodb-provider-for-efcore | created | # MongoDB Provider for EF Core Tutorial: Building an App with CRUD and Change Tracking
Entity Framework (EF) has been part of .NET for a long time (since .NET 3.51) and is a popular object relational mapper (ORM) for many applications. EF has evolved into EF Core alongside the evolution of .NET. EF Core supports a num... | md | {
"tags": [
"C#",
".NET"
],
"pageDescription": "",
"contentType": "Tutorial"
} | MongoDB Provider for EF Core Tutorial: Building an App with CRUD and Change Tracking | 2024-05-20T17:32:23.501Z |
devcenter | https://www.mongodb.com/developer/products/mongodb/entangled-data-re-modeling-10x-storage-reduction | created | # Entangled: A Story of Data Re-modeling and 10x Storage Reduction
One of the most distinctive projects I've worked on is an application named Entangled. Developed in partnership with the Princeton Engineering Anomalies Research lab (PEAR), The Global Consciousness Project, and the Institute of Noetic Sciences, Entang... | md | {
"tags": [
"MongoDB",
"JavaScript",
"Node.js"
],
"pageDescription": "Learn how to reduce your storage in MongoDB by optimizing your data model through various techniques.",
"contentType": "Article"
} | Entangled: A Story of Data Re-modeling and 10x Storage Reduction | 2024-05-20T17:32:23.501Z |
devcenter | https://www.mongodb.com/developer/languages/go/golang-alexa-skills | created | # Developing Alexa Skills with MongoDB and Golang
The popularity of Amazon Alexa and virtual assistants in general is no question, huge. Having a web application and mobile application isn't enough for most organizations anymore, and now you need to start supporting voice operated applications.
So what does it take t... | md | {
"tags": [
"Go",
"AWS"
],
"pageDescription": "Learn how to develop Amazon Alexa Skills that interact with MongoDB using the Go programming language and AWS Lambda.",
"contentType": "Tutorial"
} | Developing Alexa Skills with MongoDB and Golang | 2024-05-20T17:32:23.501Z |
devcenter | https://www.mongodb.com/developer/products/realm/building-a-mobile-chat-app-using-realm | created | # Building a Mobile Chat App Using Realm – Integrating Realm into Your App
This article is a follow-up to Building a Mobile Chat App Using Realm – Data Architecture. Read that post first if you want to understand the Realm data/partitioning architecture and the decisions behind it.
This article targets developers lo... | md | {
"tags": [
"Realm",
"Swift",
"iOS",
"Mobile"
],
"pageDescription": "How to incorporate Realm into your iOS App. Building a chat app with SwiftUI and Realm-Cocoa",
"contentType": "Tutorial"
} | Building a Mobile Chat App Using Realm – Integrating Realm into Your App | 2024-05-20T17:32:23.501Z |
devcenter | https://www.mongodb.com/developer/languages/go/field-level-encryption-fle-mongodb-golang | created | # Client-Side Field Level Encryption (CSFLE) in MongoDB with Golang
One of the many great things about MongoDB is how secure you can make
your data in it. In addition to network and user-based rules, you have
encryption of your data at rest, encryption over the wire, and now
recently, client-side encryption known as c... | md | {
"tags": [
"Go",
"MongoDB"
],
"pageDescription": "Learn how to encrypt document fields client-side in Go with MongoDB client-side field level encryption (CSFLE).",
"contentType": "Tutorial"
} | Client-Side Field Level Encryption (CSFLE) in MongoDB with Golang | 2024-05-20T17:32:23.501Z |
devcenter | https://www.mongodb.com/developer/products/atlas/atlas-search-relevancy-explained | created | # Atlas Search Relevancy Explained
Full-text search powers all of our digital lives — googling for this and that; asking Siri where to find a tasty, nearby dinner; shopping at Amazon; and so on. We receive relevant results, often even in spite of our typos, voice transcription mistakes, or vaguely formed queries. We h... | md | {
"tags": [
"Atlas"
],
"pageDescription": "We've grown accustomed to expecting the best results for our search intentions. Now it’s your turn to build the same experience into your Atlas-powered app. ",
"contentType": "Article"
} | Atlas Search Relevancy Explained | 2024-05-20T17:32:23.500Z |
devcenter | https://www.mongodb.com/developer/languages/python/pymongoarrow-and-data-analysis | created | # PyMongoArrow: Bridging the Gap Between MongoDB and Your Data Analysis App
## Overview
MongoDB has always been a great database for data science and data analysis, and that's because you can:
* Import data without a fixed schema.
* Clean it up within the database.
* Listen in real-time for updates (a very handy fea... | md | {
"tags": [
"Python",
"MongoDB",
"Pandas",
"AI"
],
"pageDescription": "MongoDB has always been a great database for data science and data analysis, and now with PyMongoArrow, it integrates optimally with Apache Arrow, Python's Numpy, and Pandas libraries.",
"contentType": "Quickstart"
} | PyMongoArrow: Bridging the Gap Between MongoDB and Your Data Analysis App | 2024-05-20T17:32:23.501Z |
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