一是采用 Fine-tuning 的方式迭代演进,让大模型学到更多的知识; Vector Database + Vector search 二是通过 Vector search 的方法,把最新的私域知识存在向量数据库中,需要时在向量数据库中做基于语义的向量检索,这两种方法都可以为大模型提供更加精准的答案。 但是从成本方面来看,行业人士指出,向量数据库的成本仅为...
Vector Database FAQs A lesser-known data type, vectors, has seized the spotlight recently as an enabler of generative AI. But vectors—and databases capable of storing and analyzing them—have been toiling backstage for many years. They’re used in geospatial mapping and analysis for city planni...
What Is a Vector Database? A vector database is any database that can natively store and manage vector embeddings and handle the unstructured data they describe, such as documents, images, video, or audio. With the importance of vector search for generative AI, the tech industry has spawned...
A vector database stores, manages and indexes high-dimensional vector data to be stored as arrays of numbers called “vectors,” clustered based on similarity.
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloudhttps://cloud.qdrant.io/ searchsearch-enginemachine-learningneural-networkmatchingnearest-neighbor-searchimage-searchrecommender-systemapproximate-nearest-neighbor-sear...
Data consistency, scalability, and performance are critical for data-intensive applications, which is why OpenAI chose to build the ChatGPT service on top of Azure Cosmos DB. You, too, can take advantage of its integrated vector database, as well as its single-digit millisecond response times,...
Data consistency, scalability, and performance are critical for data-intensive applications, which is why OpenAI chose to build the ChatGPT service on top of Azure Cosmos DB. You, too, can take advantage of its integrated vector database, as well as its single-digit millisecond response times,...
向量数据库 (Vector Database) 是一种专门用于存储和处理向量数据的数据库。向量是一种由数字组成的数组,通常用于表示文本、图像、音频等数据的特征。向量数据库可以快速地搜索和分析向量数据,从而实现相似性搜索、聚类、分类等任务。 向量数据库通常使用基于向量相似性搜索的算法,如 K-近邻搜索、欧几里得距离等。这些...
希望通过这次GAI的浪潮,乘风破浪者们能够在不同领域找到更多的机会。 推荐阅读 - [chroma](https://github.com/chroma-core/chroma) - [Faiss](https://github.com/facebookresearch/faiss) - [IBM vector database](What is an vector database? | IBM)...
With a vector database, we can rapidly load and store events as embeddings and use our vector database as the brain that powers our AI models. This provides us contextual information, long-term memory retrieval, semantically-like data correlation, and much, much more. ...