Update README.md

typo

Author: AlexanderHodicke

ai-and-app-modernisation/ai-services/generative-ai-service/README.md

@@ -22,17 +22,17 @@ most performant and cost-effective platform to host their AI services.
 # Team Publications
 
 - [Build a knowledge search solution by implementing Retrieval Augmented Generation with Generative AI](https://www.youtube.com/watch?v=lJptksR5omo&t=1530s)
-- [Gen AI powered document search (Generative AI with custom UI)](https://youtu.be/vyJAZvYKY34)
-- [Enabling a WhatsApp Customer HelpMate using OCI Generative AI, AI Language & Integration](https://youtu.be/ryo3wVB_69E?si=SxSuTVawoRcbhReU)
+- [Gen AI-powered document search (Generative AI with custom UI)](https://youtu.be/vyJAZvYKY34)
+- [Enabling a WhatsApp Customer HelpMate using OCI Generative AI, AI-Language & Integration](https://youtu.be/ryo3wVB_69E?si=SxSuTVawoRcbhReU)
     - Use OCI Generative AI (in pre-availability) for "Customer Service Quick Replies" Generation for Whatsapp Neutral Messages (customer questions, queries, etc.), sentence-level sentiment analysis from OCI AI Language to uncover overall sentiment and set service ticket severity for negative Whatsapp messages, automatically classify Customer Service tickets through OCI AI Language custom text classification and aspect-based sentiment analysis (ABSA) services
     - Learn how Oracle Integration Cloud and Oracle Cloud Infrastructure (OCI) Streaming allow real-time capture of WhatsApp messages.
     - All this automation using OCI Generative AI and AI Language Services APIs orchestrated by Oracle Integration Cloud (using no-code integration approach)
 - [Deploy 3rd party generative AI models to OCI](https://docs.oracle.com/en/solutions/deploy-generative-ai-to-oci/index.html#GUID-5567B1F2-4733-4D9C-B4BE-5B5429CA8C02)
     - The reference architecture shows generative AI models deployed to an OCI GPU instance for image and text generation.
 - [Running 3rd party LLMs on OCI](https://github.com/oracle-devrel/oci-generative-ai)
-    - Terraform script to start a stable-diffusion, bloom and dreambooth in compute instance using a nvidia GPU in OCI.
+    - Terraform script to start a stable-diffusion, bloom, and dreambooth in compute instance using an Nvidia GPU in OCI.
 - [Generative AI in OCI](https://medium.com/oracledevs/generative-ai-in-oci-c0467e1a68f7)
-    - Blog post explaining on how to use generative AI models in OCI.
+    - Blog post explaining how to use generative AI models in OCI.
 
 
 # Useful Links
@@ -43,7 +43,7 @@ most performant and cost-effective platform to host their AI services.
 - [The future of generative AI: What enterprises need to know | Oracle CloudWorld 2023](https://www.youtube.com/watch?v=qcHpu6WA-k8&t=3s)
 - [What is Generative AI](https://www.youtube.com/watch?v=pWNAtUwnBS8&t=3s)
 - [Pre-GA OCI Generative AI (Beta) Service Product Tour](https://www.youtube.com/watch?v=1tnTyCp3GdY)
-- [Oracle's Vision for the future - Larry Ellison keynote Oracle Cloud World 2023](https://www.youtube.com/watch?v=63DmgBN1rSI)
+- [Oracle's Vision for the Future - Larry Ellison keynote Oracle Cloud World 2023](https://www.youtube.com/watch?v=63DmgBN1rSI)
 - [Generative AI on Oracle.com](https://www.oracle.com/artificial-intelligence/generative-ai/)
 - [Generative AI product documentation](https://docs.oracle.com/en-us/iaas/Content/generative-ai/home.htm)