Atlas Vector Search 再次被评为最受欢迎的矢量数据库

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Retool 的“2024 年 AI 现状”报告刚刚发布,MongoDB Atlas Vector Search 连续第二年被评为最受欢迎的矢量数据库。Atlas Vector Search 获得了最高净推荐值 (NPS),该值用于衡量用户向同伴推荐解决方案的可能性。 Retool 的“AI 现状”报告是对开发者、技术领导者和 IT 决策者进行的全球年度调查,提供了对 AI 的当前和未来状态的洞察,包括矢量数据库、检索增强生成 (RAG)、AI 采用情况和使用 AI 创新的挑战。 MongoDB Atlas Vector Search 在 Retool 的 2023 年首份报告中获得了最高 NPS,并且在发布后仅五个月内就成为第二广泛使用的矢量数据库。今年,Atlas Vector Search 以 21.1% 的得票率并列成为最受欢迎的矢量数据库,仅次于获得 21.3% 投票率的 pgvector(PostgreSQL)。 该调查还指出,人们越来越多地采用 RAG 作为在大型语言模型 (LLM) 未受过训练的最新相关背景下生成更准确回答的首选方法。虽然 LLM 是在庞大的数据语料库中训练出来的,但并非所有数据都是最新的,也不能反映专有数据。在那些存在盲点的领域,LLM 因自信地提供不准确的“幻觉”而臭名昭著。微调是自定义…

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Elevate Your Python AI Projects with MongoDB and Haystack

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MongoDB is excited to announce an integration with Haystack, enhancing MongoDB Atlas Vector Search for Python developers. This integration amplifies our commitment to providing developers with cutting-edge tools for building AI applications centered around semantic search and Large Language Models (LLMs). We’re excited to partner with MongoDB to help developers…

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Top Use Cases for Graph Databases

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Top Use Cases for Graph Databases You’ve probably heard the term “graph database” thrown around in tech circles. Maybe you’re wondering what makes them different from traditional databases. Let’s break it down. Graph databases are designed to handle interconnected data efficiently. They store data in a way that makes relationships…

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Understanding Graph Relationships

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Understanding Graph Relationships You’ve probably heard about graph databases, but understanding their core components can seem daunting. One of the most important aspects is graph relationships. These relationships define how different entities connect within the graph. If you’re new to this, don’t worry. We’ll break down what graph relationships are…

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What is Graph Database Federation? Benefits and Use Cases

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What is Graph Database Federation? Benefits and Use Cases You’ve probably heard the buzz around graph databases and how they handle complex data relationships. But what if you could connect multiple graph databases and query them as if they were one? That’s where graph database federation comes in. Imagine having…

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PyTorch vs. TensorFlow for building streaming data apps

Machine learning (ML) has transformed problem-solving in software development. At its core, ML involves training algorithms to perform specific tasks by learning from data rather than being explicitly programmed to do so. Various frameworks offer prebuilt methods, functions, and structures that simplify the complex tasks of designing, training, and deploying…

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