Update README.md

README.md

@@ -27,17 +27,37 @@ source_datasets:
 - original
 pretty_name: Fashion12k DE
 ---
+
+---
+license: apache-2.0
+language:
+- en
+inference: false
+---
+
 # Dataset Card for Fashion12K DE
 
-## Dataset Description
+<br><br>
 
-- **Repository:** [Fashion12K](https://github.com/Toloka/Fashion12K_german_queries)
+<p align="center">
+<img src="https://github.com/jina-ai/finetuner/blob/main/docs/_static/finetuner-logo-ani.svg?raw=true" alt="Finetuner logo: Finetuner helps you to create experiments in order to improve embeddings on search tasks. It accompanies you to deliver the last mile of performance-tuning for neural search applications." width="150px">
+</p>
 
-### Dataset Summary
+
+<p align="center">
+<b>The data offered by Jina AI, Finetuner team.</b>
+</p>
+
+## Summary
 
 This dataset is a German-language dataset based on the [Fashion12K](https://github.com/Toloka/Fashion12K_german_queries) dataset, which originally contains both English and German text descriptions for each item.
 This dataset was used to to finetuner CLIP using the [Finetuner](https://finetuner.jina.ai/) tool.
 
+## Fine-tuning
+
+Please refer to our documentation: [Multilingual Text-to-Image Search with MultilingualCLIP](https://finetuner.jina.ai/notebooks/multilingual_text_to_image/)
+and blog [Improving Search Quality for Non-English Queries with Fine-tuned Multilingual CLIP Models](https://jina.ai/news/improving-search-quality-non-english-queries-fine-tuned-multilingual-clip-models/)
+
 ## Dataset Structure
 
 ### Data Instances