The vectors in machine learning signify input data, including bias and weight. In the same way, output from a machine-learning model (for example, a predicted class), can be put into vector format. A lowercase v
Early computers used vector displays in the 1960s and ’70s; video games like 1979’s Asteroids also used vector graphics. This practice continued until the 1980s, by which point most displays had switched to raster graphics. Due to the need for art that prints at multiple sizes and ...
When private enterprise data is ingested, it’s chunked, a vector is created to represent it, and the data chunks with their corresponding vectors are stored in a vector database along with optional metadata for later retrieval. Embedding models are used for ingesting data and understanding user...
Vector and raster images can look different. This is because vector graphics must have a separate shape for each color shade, while raster images can have every pixel be a different color, showing subtle color gradations and depth more clearly. At larger sizes, the edges of raster images beco...
This blog offers an introduction to vector search and some of the technology behind it such as vector embeddings and neural networks.
2) Store embeddings in a vector database For vector search to perform efficiently at scale, users must store embeddings must be stored in a database optimized for high-dimensional indexing. One such option is Astra DB, a fully managed, cloud-native database built on Apache Cassandra that nati...
To really understand what a vector is and how it can be used, let's start with one of the early implementations, Word2Vec invented by Google in 2013. Word2Vec is a technique for taking words as input, converting them into vectors, and using those vectors to create graphs that visualize...
ERP Systems and software support multiple functions across the enterprise, mid-sized, or small businesses, including customizations for your industry. What’s the difference between ERP and financials? Although the term “financials” is often used when describing ERP software, financials and ERP are...
What is the difference between an attack vector and an attack surface? These terms are often used interchangeably, but they aren't the same. An attack vector differs from anattack surface, as the vector is how an intruder gains access, while the attack surface is what's being attacked. ...
Why Are Vector Databases Important? Unsurprisingly, the use of databases optimized for storing and analyzing vectors is rising. Once used primarily for mapping and data analysis, vector databases have become a critical cornerstone technology for the recommendation engines commonly used by the most popula...