Update README.md (#40278)

Author: singankit

sdk/evaluation/azure-ai-evaluation/README.md

@@ -23,7 +23,7 @@ Azure AI SDK provides following to evaluate Generative AI Applications:
 ### Prerequisites
 
 - Python 3.9 or later is required to use this package.
-- [Optional] You must have [Azure AI Project][ai_project] or [Azure Open AI][azure_openai] to use AI-assisted evaluators
+- [Optional] You must have [Azure AI Foundry Project][ai_project] or [Azure Open AI][azure_openai] to use AI-assisted evaluators
 
 ### Install the package
 
@@ -140,9 +140,9 @@ result = evaluate(
             } 
         }
     }
-    # Optionally provide your AI Studio project information to track your evaluation results in your Azure AI Studio project
+    # Optionally provide your AI Foundry project information to track your evaluation results in your Azure AI Foundry project
     azure_ai_project = azure_ai_project,
-    # Optionally provide an output path to dump a json of metric summary, row level data and metric and studio URL
+    # Optionally provide an output path to dump a json of metric summary, row level data and metric and AI Foundry URL
     output_path="./evaluation_results.json"
 )
 ```
@@ -338,4 +338,4 @@ This project has adopted the [Microsoft Open Source Code of Conduct][code_of_con
 [adversarial_simulation_scenarios]: https://learn.microsoft.com/azure/ai-studio/how-to/develop/simulator-interaction-data#supported-adversarial-simulation-scenarios
 [adversarial_simulation]: https://github.com/Azure-Samples/azureai-samples/tree/main/scenarios/evaluate/Simulators/Simulate_Adversarial_Data
 [simulate_with_conversation_starter]: https://github.com/Azure-Samples/azureai-samples/tree/main/scenarios/evaluate/Simulators/Simulate_Context-Relevant_Data/Simulate_From_Conversation_Starter
-[adversarial_jailbreak]: https://learn.microsoft.com/azure/ai-studio/how-to/develop/simulator-interaction-data#simulating-jailbreak-attacks
+[adversarial_jailbreak]: https://learn.microsoft.com/azure/ai-studio/how-to/develop/simulator-interaction-data#simulating-jailbreak-attacks