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A high-level, interpreted programming language and it is used for general purpose. Python is one of the most popular languages for data-intensive tasks and data science because of its rich library support for statistics, machine learning, and AI-related tasks.

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Improve Your LLM Applications Using Parent Document Retrieval

✅ Try MongoDB 8.0 → https://mdb.link/v=-fcuS0rk1KY ✅ Sign-up for a free cluster → https://mdb.link/v=-fcuS0rk1KY-free ✅ Written version → https://mdb.link/v=-fcuS0rk1KY-written - In this livestream, you will learn about an advanced retrieval technique called parent document retrieval. We will look at use cases where this technique is useful and how it works, followed by a live code walkthrough of how to implement it in RAG and agentic applications.
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Jan 16, 2025
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Building a Test Framework with MongoDB

Try MongoDB 8.0 → https://mdb.link/Bz7qAxMXKo4 Sign-up for a free cluster → https://mdb.link/Bz7qAxMXKo4-8.0 Subscribe to MongoDB YouTube→ https://mdb.link/subscribe 🎥 Dive into the world of MongoDB testing with Pytest! In this tutorial, Developer Advocate Mark Smith shows you how to leverage Pytest fixtures for running tests on your MongoDB cluster with ease and efficiency. 🔍 What You’ll Learn: How to create and use Pytest fixtures to manage MongoDB client sessions How to write integration tests using transactions in MongoDB to ensure that your database states are clean post-testing The importance of a data access layer (DAL) when interfacing with your MongoDB database Efficiently testing CRUD operations with a fun Pirates theme! 🛠 Key Features: Setting up your MongoDB client and handling session scope Using transactions to allow changes to your database that automatically rollback after tests Understanding the power of fixtures over simple utility functions Whether you're developing apps or looking to write robust tests for your MongoDB data interactions, this video is packed with essential techniques to enhance your workflow and ensure optimal data integrity. Visit Mongodb.com → https://www.mongodb.com Read the MongoDB Blog → https://www.mongodb.com/blog Check out the MongoDB Developer Center → https://www.mongodb.com/developer
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Jan 14, 2025
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Sip, Swig, and Search with Playwright, OpenAI and MongoDB Atlas Search

✅ Atlas Search → https://mdb.link/DzDnm_cB-IAsearch ✅ Playwright → https://playwright.dev/ ✅ OpenAI's Structured Outputs → https://openai.com/index/introducing-structured-outputs-in-the-api/ ✅ MongoDB Developer Forum → https://mdb.link/DzDnm_cB-IA-forum - Join Developer Advocate Anaiya Raisinghani as she takes you through her tutorial finding the best fall drinks from Utah's most famous "dirty" soda chain, Swig! We will be using Playwright, OpenAI's Structured Outputs and MongoDB's Atlas Search to accomplish this goal.
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Oct 28, 2024
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An Interview With Beanie's Roman Right

✅ Create your free Atlas cluster - https://mdb.link/DCOloE011l4-free ✅ Roman's Champion Page - https://mdb.link/DCOloE011l4-page ✅ A Cocktail App with Beanie - https://mdb.link/DCOloE011l4-beanie - Roman Right is a MongoDB Champion, and the author of the Beanie Object-Document Mapping library for Python, and its synchronous sibling, Bunnet. Mark Smith and Roman will have a chat about what it takes to be a MongoDB Champion, the fun of building dynamic libraries like Beanie, and we'll take a dive into what it looks like when building an application with Beanie
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Sep 05, 2024
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Building AI Services with FastAPI & Bedrock

✅ MongoDB Atlas account → https://mdb.link/KL8CAm6Eoks-register ✅ Get help on our Community Forums → https://mdb.link/KL8CAm6Eoks-forums ✅ Writen article → https://mdb.link/KL8CAm6Eoks-article - We'll go through a FARM (FastAPI, React & MongoDB) stack application that I built that does multi-modal search to find images using MongoDB's vector search indexes. I'll talk about some of the tricky things in the implementation, and how to work with Bedrock from asyncio applications.
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Aug 15, 2024
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Using Atlas Vector Search and PyMongoArrow to Semantically Search Through Luxury Fashion Items

In this video Associate Developer Advocate, Anaiya Raisinghani, will take you through how to use the PyMongoArrow library and MongoDB Atlas Vector Search to semantically search through luxury fashion items. ✅ A MongoDB Atlas account → https://www.mongodb.com/cloud/atlas/register ✅ MongoDB Atlas cluster → https://www.mongodb.com/resources/products/fundamentals/clusters ✅ Dataset from Kaggle → https://www.kaggle.com/datasets/justinpakzad/net-a-portermr-porter-fashion-dataset?select=net-a-porter.csv ✅ OpenAI API key → https://help.openai.com/en/articles/4936850-where-do-i-find-my-openai-api-key
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Jul 15, 2024
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Python RAG - Haystack and MongoDB Atlas

✅ Get Started with the Haystack Integration - https://mdb.link/21DNJncemto-start ✅ Building RAG Pipelines With Haystack and MongoDB Atlas - https://mdb.link/21DNJncemto-build ✅ Uploaded code : https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/agents/MongoDB_Haystack_self_reflecting_Cooking_agent.ipynb - We’ve partnered with Andrew Ng and DeepLearning AI to help you unlock the power of building efficient RAG applications through their new course, for FREE! Start learning now https://trymongodb.com/3AgNirl Live coding of a small rag pipeline to create a small AI app. Effortlessly take the template and build AI apps fast with Haystack and MongoDB leveraging Pymongo.
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Jun 26, 2024
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Building AI assisted tooling into your Application using MongoDB and OpenAI.

✅ Sign-up for a free cluster at → https://mdb.link/jI5iRjnGLkE-register ✅ Get help on our Community Forums → https://mdb.link/jI5iRjnGLkE-forums ✅ Repo - https://github.com/mongodb-developer/stream-airbnb-ai-reviews - AI can assist in many application areas that does not require a direct user interaction. In this live stream we will use Mongodb event driven features in conjunction with AI models to enrich AI based review summary on live user comments.
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Jun 18, 2024
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Evaluating your RAG Applications

✅ Sign-up for a free cluster at → https://mdb.link/AH10-Ec0qG8-register ✅ Get help on our Community Forums → https://mdb.link/AH10-Ec0qG8-forums - In this livestream, we will deep-dive into evaluating LLM applications. We will talk about the evaluation process and metrics, along with a code walkthrough of how to evaluate a RAG application using the RAGAS framework. - Link to this article: https://mdb.link/AH10-Ec0qG8-article
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Jun 04, 2024
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Fundamentals of Building a FARM Stack App in 5 min

❗ Here's the correct link - https://mongodb-celeb-search.com/ ✅ Sign-up for a free cluster at → https://mdb.link/LldmlWM1amg-register ✅ Get help on our Community Forums → https://mdb.link/LldmlWM1amg-forums - Join Associate Developer Advocate Anaiya Raisinghani as she talks about the fundamentals of building a FARM stack application in this quick 5 minute lightning talk. ✅ For more information on MongoDB’s FARM stack check out this article on our Developer Center → https://mdb.link/LldmlWM1amg-article - Subscribe to MongoDB YouTube→ https://mdb.link/subscribe #farm #react #fastapi #python #mongodb #developers
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May 23, 2024