vector

Explore what exactly happens behind-the-scenes in Vector DatabasesThe other day I asked my favorite Large Language Model (LLM) to help me explain vectors to my almost 4-year old. In seconds, it spit out a story filled with mythical creatures and magic and vectors. And Voila! I had a sketch for a new children’s book, and it was impressive because the unicorn was called ‘LuminaVec’.Image by the author (‘LuminaVec’ as interpreted by my almost 4-year old)So, how did the model help weave this creative magic? Well, the answer…

Learn about what they are, how they work and what you need to get up and running with them!Continue reading on Towards Data Science » Learn about what they are, how they work and what you need to get up and running with them!Continue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their…

How the modern AI boom has completely revolutionized search applications…Continue reading on Towards Data Science » How the modern AI boom has completely revolutionized search applications…Continue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all…

The idea of using artificial gravity isn’t new. In fact, we’ve seen it as a staple of science fiction entertainment for years. But Elon Musk says he wants to take the sci-fi notion and make it real by creating artificial gravity on Starship’s long-term mission to Mars.It’s no secret that Musk, the CEO of SpaceX, wants to send a ship full of humans to Mars. There are hopes of colonizing the Red Planet, but to do that, we first have to survive the trip. Considering it will take quite a while, roughly seven months,…

In the multifaceted world of generative AI, data science, machine learning, and analytics, understanding the distance and relationship between data points is crucial. This is how Large Language Models (LLMs) understand the context and retrieve the data. Large amounts of unstructured data can be easily stored in a vector database that is represented in a three-dimensional space. Whenever a user comes up with a query, the most approximate answer is retrieved from the database. It is amazing to see how the data is stored and…

Understanding Vector Databases A vector database is a type of database specifically designed to store and manage vector data using arbitrary but related coordinates to related data. Unlike traditional databases that handle scalar data (like numbers, strings, or dates), vector databases are optimized for high-dimensional data points. But first, we have to talk about vector embeddings. Vector embeddings are a method used in natural language processing (NLP) to represent words as vectors in a lower-dimensional space. This…

Pursue your AI Master’s Degree in Ontario with the Vector Scholarship in 2024 As we propel into the digital age, the demand for skilled professionals in artificial intelligence (AI) continues to surge. Acknowledging the importance of fostering talent in this transformative field, Vector Institute in Canada is at the forefront, offering scholarships for aspiring individuals eager to contribute to the AI landscape. In this article, we delve into the details of Vector Scholarships in AI for the year 2024,…

In the rapidly evolving fields of artificial intelligence (AI), machine learning (ML), and data engineering, the need for efficient data storage and retrieval systems is paramount. Vector databases have emerged as a critical solution for managing the complex, high-dimensional data that these technologies often rely on. Here, we explore seven vector databases that every AI/ML/data engineer should be familiar with, highlighting their unique features and how they support the demands of modern data-driven applications. 1.…

Generative AI (GenAI) enables advanced AI use cases and innovation but also changes how the enterprise architecture looks. Large Language Models (LLM), vector databases, and retrieval augmentation generation (RAG) require new data integration patterns and data engineering best practices. Data streaming with Apache Kafka and Apache Flink is key to ingesting and curating incoming data sets in real-time at scale, connecting various databases and analytics platforms, and decoupling independent business units and data…

Vector embeddings are a powerful tool in artificial intelligence. They are mathematical (numerical) representations of words or phrases in a vector space. Usually processed by embedding models, these vector representations capture semantic relationships between words, allowing algorithms to understand the context and meaning of text. By analyzing the context in which a word appears, embeddings can capture its meaning and semantic relationships with other words. Sample vector embeddings for a simple text. The…