Tech Blog - Jina AI (Page 2)

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A collection of 111 posts

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Retrieve Jira Tickets with Jina Reranker and Haystack 2.0

Learn how to use Jina Reranker and Embeddings with Haystack to create your own Jira ticket search engine, streamlining your operations and never again waste time creating duplicate issues.

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Tech Blog Featured

DSPy: Not Your Average Prompt Engineering

Heads up, Bay Area guys ditched their AVP already and buzz about DSPy now. Could DSPy be the new go-to framework for prompt engineering after LangChain and LlamaIndex?

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Next-Level Cloud AI: Jina Embeddings and Rerankers on Amazon SageMaker

Learn to use Jina Embeddings and Reranking models in a full-stack AI application on AWS, using only components available in Amazon SageMaker and the AWS Marketplace.

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How to Build Article Recommendations with Jina Reranker API Only

You can build an article recommendation system with just the Jina Reranker API—no pipeline, no embeddings, no vector search, only reranking. Find out how in 20 lines of code.

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Precise RAG with Jina Reranker and LlamaIndex

Just Rerank It! Jina Reranker and LlamaIndex take your RAG up to the next level.

Build a RAG system with Jina Embeddings and Qdrant

Create a RAG system with Jina Embeddings v2, Qdrant vector database, LlamaIndex, and Mistral LLM.

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Tech Blog Featured

What is ColBERT and Late Interaction and Why They Matter in Search?

Jina AI's ColBERT on Hugging Face has set Twitter abuzz, bringing a fresh perspective to search with its 8192-token capability. This article unpacks the nuances of ColBERT and ColBERTv2, showcasing their innovative designs and why their late interaction feature is a game-changer for search.

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SceneXplain: Alt Text and Better SEO for Your Ghost Blog With One Command

Supercharge your Ghost blog's SEO and accessibility by automatically generating alt texts. All it takes is one command. WordPress/WooCommerce support coming soon!

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A Deep Dive into Tokenization

Tokenization, in LLMs, means chopping input texts up into smaller parts for processing. So why are embeddings billed by the token?

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MyScale & Jina AI: Unleashing Great Potential for Your AI Applications

With full integration of Jina Embeddings v2 models, MyScale allows users to harness the capabilities of Jina AI within an SQL database.

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Jina Embeddings v2 Bilingual Models Are Now Open-Source On Hugging Face

Jina AI's open-source bilingual embedding models for German-English and Chinese-English are now on Hugging Face. We’re going to walk through installation and cross-language retrieval.

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Making Accessibility Accessible: Create Alt Text with SceneXplain's API

SceneXplain is your accessibility ally, making it easy to generate image alt texts to aid visually-impaired users and improve SEO

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Tech Blog Featured

Does Subspace Cosine Similarity Imply High-Dimensional Cosine Similarity?

Does high similarity in subspace assure a high overall similarity between vectors? This post examines the theory and practical implications of subspace similarity.

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Using Jina Embeddings v2 with Haystack Pipelines

Access Jina AI's state-of-the-art open-source embedding models in your Haystack application pipeline.

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Tech Blog Featured

The 1950-2024 Text Embeddings Evolution Poster

Take part in celebrating the achievements of text embeddings and carry a piece of its legacy with you.

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Words + JSON + Images = SceneXplain's new JSON Schema Builder

Effortlessly create JSON Schemas with SceneXplain: Describe your needs in natural language, and get the perfect schema for extracting JSON from your images!

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Full-stack RAG with Jina Embeddings v2 and LlamaIndex

You can build your own RAG chatbot in a matter of minutes with Jina Embeddings, LlamaIndex and Mixtral Instruct. We'll show you how to get up and running right now.

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A Magic Carpet Ride: Building Vivid Product Stories with SceneXplain

See how companies are integrating SceneXplain with their existing infrastructure to power their product descriptions and storytelling

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Multi-Agent Simulations in PromptPerfect: 𝑛 Heads Are Better Than One

Discover the real-world impact of multi-agent simulations and see practical examples of systems uniting individual strengths to tackle complex tasks, offering efficient and tailored solutions across various domains

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There's a Time and a Place: Unleashing Dynamic Variables in PromptPerfect

Incorporate users' time, date and location into your prompts. Plus contents of other websites, and outputs of other prompts themselves!

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Dify.AI integrates Jina Embeddings for RAG

Dify.AI, a leading open-source platform specialized in creating generative AI applications, is now leveraging Jina Embeddings v2!

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Jina Embeddings v2 and MongoDB Atlas

Supercharge MongoDB Atlas multi-cloud vector search solutions with Jina AI’s industry-leading embeddings!

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SceneXplain's JSON Schema Store: Automate Your Alt-Text, and More!

Take the hassle out of extracting data from images with SceneXplain's new JSON Schema Store. Discover and share reusable JSON schemas. Create, contribute, and access schemas easily through GUI or API

SceneXplain's OCR beats GPT-4V hands down: Chinese, Japanese, Korean, Arabic, Hindi, and more!

SceneXplain beats GPT-4V by going beyond English, offering multilingual OCR for Chinese, Japanese, Korean, Arabic, Hindi and more

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Embeddings in Depth

This second article in our series on embedding technology is much more concrete. It explains where embeddings come from and how they are used.