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Tutorial
AI-Powered Playlist Generator: Crafting Custom Vibes With Deeplearning4j and MongoDB
Create custom playlists with the AI-powered Playlist Generator tutorial, using Deeplearning4j and MongoDB Atlas Vector Search to turn any unique vibe—like 'midwestern emo puppy love'—into the perfect song collection. This guide walks through embedding song lyrics, leveraging Java-based deep learning for semantic understanding, and querying MongoDB to return tunes that match your playlist’s essence. Dive in for a detailed, hands-on experience with Java, GloVe embeddings, MongoDB, and vector search integration to simplify your playlist creation with AI.
Oct 25, 2024
Tutorial
Building a Semantic Search Service With Spring AI and MongoDB Atlas
Learn how to get started with Spring AI and the MongoDB vector store integration. Use vector search to semantically search your data, all in the Spring ecosystem.
Oct 24, 2024
Tutorial
Getting Started with Microsoft's Semantic Kernel in C# and MongoDB Atlas
Learn how to get started creating a simple bot in C# using Semantic Kernel with MongoDB Atlas.
Oct 10, 2024
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.
Oct 09, 2024
Tutorial
How to Use Cohere's Quantized Vectors to Build Cost-effective AI Apps With MongoDB
Learn how to build cost-effective AI apps using Cohere's quantized vectors and MongoDB Atlas. This tutorial covers vector quantization techniques, efficient embedding storage, and optimized vector search operations. Discover how to leverage BSON encoding and int8 quantization to significantly reduce storage requirements while maintaining search accuracy. Ideal for developers looking to scale their AI applications and optimize performance in production environments.
Oct 03, 2024
Tutorial
Optimizing for Relevance Using MongoDB Atlas and LlamaIndex
In this tutorial, we will learn how to perform full-text, vector, and hybrid searches using MongoDB’s LlamaIndex integration and explore ways to tune them to optimize for relevance.
Oct 02, 2024
Tutorial
Smart Filtering: A Guide to Generating Pre-filters for Semantic Search
Dive into what smart filtering is, how it works, and why it's essential for building better search experiences. Use metadata and vector search to deliver search results that truly match your intent.
Oct 02, 2024
