For data scientists and engineers, speed is important along with accuracy. For accuracy, we built Finetuner, which lets you finetune neural networks to achieve top performance on downstream tasks. Concerning speed, Jina was already fast, but now it's even faster. 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.

You can now leverage our robust Document Store powered by Elasticsearch to retrieve embeddings in the blink of an eye! We're delighted to announce CLIP-as-service, a low-latency high-scalability service for embedding images and texts. Read our blog to know how you can easily integrate it as a microservice into your neural search solutions. We've also made some interface improvements and added new features If you have technical issues with Jina, we would love to discuss them all during our Office Hours on March 31st, Thursday at 17:00 CET! (convert to your timezone) Sign up here and add to your calendar to receive a notification. Our good first issues repo features some great issues for those looking to take their first steps into open source with Jina.