Improve search relevance by going beyond the conventional keyword-based search! — RE: Neural Search Neural search leverages deep neural networks to intelligently search through all sorts of data, including images, videos, and PDFs. This innovative approach provides a much more comprehensive and contextual search than traditional text-based search engines.

DocArray is a first-of-its-kind data structure for unstructured data that acts as a one-stop shop for all your machine learning needs. — For data scientists and engineers, speed is important along with accuracy. DocArray has been created to remove all the shortcomings in existing data structures, especially for ML and data science-related tasks. Here is a comparison of DocArray with other data structures.

Jina NOW is the first-ever nocode solution that lets you create and deploy multimodal neural search in a matter of minutes! — To read this blog in Chinese, visit the following link. Introduction Jina NOW is a first-of-its-kind neural search-as-service that lets you create and deploy search solutions with Jina using the pre-built functionalities. It enables you to build customized neural search with just one line of code that makes it really easy…

Jina’s new Executor Sandbox lets you process your data with Hub Executors in the cloud without any dependencies! — What is an Executor? An Executor in Jina is often a Docker image that contains some logic to process Documents. It is a self-contained component and performs a group of tasks on a DocumentArray. Executor lets you organize your code into modules and scale them as independent micro-services. …

Now you can leverage Qdrant as the document store for Jina’s DocArray for faster processing and retrieval of Documents in the cloud! — Introduction DocArray is a unique first-of-its-kind data structure for unstructured data. It is a part of the bigger Jina AI ecosystem. …

Now you can create SOTA vector embeddings for text and images using a simple API call, without worrying about the background implementation details. — Introduction CLIP-as-service is an out-of-the-box solution by Jina AI to generate text and image embeddings on-the-fly using the CLIP model. It is an API-based service that sends the input data (i.e text and images) and gets the output as fixed-length vector embeddings. …

Now you can leverage Weaviate as the document store for Jina’s DocArray for faster processing and retrieval of Documents in the cloud! — Introduction DocArray is a unique first-of-its-kind data structure for unstructured data. It is a part of the bigger Jina AI ecosystem. …

Data Scientists deserve to browse, preview, share, fork, and merge data & models alongside code. — What is DAGsHub? DagsHub is an open-source data science & machine learning collaboration platform that allows you to quickly build, scale and deploy machine learning projects by leveraging the power of git (Source code Versioning) and DVC (Data Version Control).

With the onset of the Information Age, the ability to intelligently search through massive amounts of information has become an integral part of our day-to-day lives… — Pre-Requisites To understand the basics of neural search and how it differs from conventional search please go through my previous blog on “Next-gen powered by Jina”. It explains how Jina- a cloud-native, open-source company is pioneering the field of neural search. …