Vector databases find application in NLP tasks such as document similarity, sentiment analysis, and semantic search. Textual data can be transformed into high-dimensional vector representations, enabling efficient indexing and retrieval. Document Similarity and Clustering: Vector databases can be used to measure the similarity between documents. Textual data is transformed into…

In vector databases, the storage of vectors constitutes a resource-intensive task, demanding a considerable allocation of memory. Given the constraints posed by memory capacities, the exploration of techniques to compress memory usage becomes an imperative pursuit. …

In various application scenarios, there arises a need for users to perform targeted queries on a dataset, ensuring that the retrieved data records not only adhere to certain criteria but also exhibit a certain level of similarity to a provided data sample. This intricate task demands the identification of vectors…

How Vectors Are Sharded in JaguarDB Vector Database Artificial intelligence (AI) often relies on vector databases for various tasks such as natural language processing, information retrieval, recommendation systems, and similarity matching. …

Consistent hashing is a widely employed technique in distributed systems, where a hash function is used to map data items and nodes onto a ring-shaped continuum. Each node is allocated a range of hash values on the ring, and data items are assigned to the node whose hash value range…

Omicro Network will be the highly scalable public blockchain that can scale to millions of nodes without compromising the loss of decentralization, transaction speed, and security. With the Omicro Network, hundreds of millions of businesses can conduct P2P transactions without any middlemen, billions of people can directly transact with one…

Blockchains are taking the world. Many applications are checked again to see if they can run on top of blockchains in a decentralize way. Many do as in P2P payments, smart contracts, NFT tokens, etc. However, there are many more applications that are not suitable to token-staking mechanisms. Staking of…

I am working on a blockchain that uses quantum keys to identify user accounts and sign transaction messages between participating nodes. The keys are much longer (2000 bytes) than RSA and ECC keys. They are designed for post-quantum era. The Omicro blockchain does not use POW nor POS, it uses Byzantine Fault Tolerant voting based algorithms to achieve consensus for transactions.