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Comparison of Quality vs Performance vs Polularity of Embedding Models -**Need an updated version of this picture with the relevant embedding models !!!**  - ## Getting Started with this Workshop **Create vector table and load sample data** @@ -162,15 +160,21 @@ There are many different embedding models. At the time of this lab creation: * The *data* and *query vectors* should use the same embedding model (otherwise you will get garbage results) In this workshop you will have an opportunity to use the following vector embedding models from: +* Cohere +* Sentence Transformers from Hugging Face + +This Lab utilizes tabs to switch between learning about the embedding models: + +![Introduction Part 4 Image 3](images/tabs.png =60%x*) + +To switch between learning about Cohere and Hugging Face embedding models click on the appropiate tab. -* Lab 1. Cohere -* Lab 2. Sentence Transformers from Hugging Face     ## Learn More -* [Oracle Database 23c Release Notes](../docs/release_notes.pdf) +* [Oracle Database 23ai Release Notes](../docs/release_notes.pdf) * [Oracle AI Vector Search Users Guide](../docs/oracle-ai-vector-search-users-guide_latest.pdf) * [Oracle Documentation](http://docs.oracle.com) * [Google Transformers Whitepaper - Attention Is All You Need](https://arxiv.org/pdf/1706.03762.pdf) @@ -182,4 +186,4 @@ In this workshop you will have an opportunity to use the following vector embedd ## Acknowledgements * **Author** - Doug Hood, Product Manager * **Contributors** - Sean Stacey, Outbound Product Manager, Zackary Rice, Software Developer -* **Last Updated By/Date** - Sean Stacey, April 2024 +* **Last Updated By/Date** - Zackary Rice, May 2024 diff --git a/ai-vector-embedding-nodejs/labs/images/nodejstfr03.png b/ai-vector-embedding-nodejs/labs/images/nodejstfr03.png index 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Acknowledgements * **Author** - Doug Hood, Product Manager, Zackary Rice, Software Developer * **Contributors** - Sean Stacey, Outbound Product Manager -* **Last Updated By/Date** - Zackary Rice, April 2024 +* **Last Updated By/Date** - Zackary Rice, May 2024