Update README.md

typo

Author: AlexanderHodicke

ai-and-app-modernisation/ai-services/ai-document-understanding/README.md

@@ -17,14 +17,14 @@ Reviewed: 30.01.2024
 
 ## Reusable Assets Overview
 
-- [Cloud Coaching - How to code and to develop a Web (or Mobile) Application with Visual Builder that uses and leverages OCI Document Understanding Service](https://youtu.be/0oHixpA9JDc?si=3CWh0d2RpuEzzLKU)
+- [Cloud Coaching - How to code and develop a Web (or Mobile) Application with Visual Builder that uses and leverages OCI Document Understanding Service](https://youtu.be/0oHixpA9JDc?si=3CWh0d2RpuEzzLKU)
     Learn how to create applications that read, modify, and classify documents with a couple of clicks using our low code development platform and some of the OCI AI services offering
 
 - [Cloud Coaching - AI Based & Real Time Gmail Invoice Documents Processing into Oracle Fusion ERP Cloud](https://youtu.be/wq7HH-WYslU?si=wBqH5eEkcC0hYKqj)
     How can you speed up your Account Payable Invoice Processing Cycle? Document Understanding and OCI Intelligent Automation Engine running on top of Oracle Fusion ERP Cloud can help:
-    - Through a live demo, we show how to use it to enable an AI-based, Event-Driven and Real-Time Invoice Processing Solution into Oracle Fusion ERP Cloud on top of Gmail Invoices as Attachments
-    - Learn how Oracle Integration Cloud combined with OCI Streaming to allow real-time capture of Gmail Messages (leveraging Gmail Push Notifications via Google Cloud Pub/Sub)
-    - Then, using AI Document Understanding, uncover Invoice Documents Data using the Key-Value Extraction and automatically load it into Oracle Fusion ERP Cloud using Oracle Integration Cloud's native connectors
+    - Through a live demo, we show how to use it to enable an AI-based, Event-Driven, and Real-Time Invoice Processing Solution into Oracle Fusion ERP Cloud on top of Gmail Invoices as Attachments
+    - Learn how Oracle Integration Cloud combined with OCI Streaming allows real-time capture of Gmail Messages (leveraging Gmail Push Notifications via Google Cloud Pub/Sub)
+    - Then, using AI Document Understanding, uncover Invoice document data using the Key-Value Extraction and automatically load it into Oracle Fusion ERP Cloud using Oracle Integration Cloud's native connectors
 
 - [Cloud Coaching - Automating Invoice Handling using OIC and AI Document Understanding Service](https://www.youtube.com/watch?v=pjdQzFscOrk)
     - In this session, we demonstrate how you can use OCI AI Document Understanding service's pre-trained models to extract key information from invoices and use Oracle Integration Cloud to automate the whole process. It also includes kick-starting process workflows where human intervention is required.
@@ -36,7 +36,7 @@ Reviewed: 30.01.2024
     - OCI Language and Document Understanding are cloud-based AI services for performing sophisticated text analysis and extracting data from all kinds of documents e.g. Passport, Driving License, Invoices, Receipts, etc. You can use these services to build intelligent applications by leveraging REST APIs. You can use these services to build intelligent applications by leveraging REST APIs and automating using Oracle Integration Cloud. This allows you to process unstructured text for use cases such as sentiment analysis, service ticket classification, document extraction, and more using pre-trained models or your own custom models leveraging OCI Data Labelling.
 - [Document Understanding (Insurance Document) Key Value extraction demo](https://youtu.be/QsFqaRxtV1s)
 - [Cloud Customer Connect - How to Train Your Oracle AI Cloud Service Model](https://community.oracle.com/customerconnect/events/604740-oci-how-to-train-your-oracle-ai-cloud-service-model)
-    - In this session, we demonstrate how you can use OCI AI services, to create custom models using the data labeling, vision and document understanding service.
+    - In this session, we demonstrate how you can use OCI AI services, to create custom models using the data labeling, vision, and document understanding service.
 
 # Useful Links