Understand Azure AI Studio with Mini Project (Prompt Flow, AI Index, RAG, Python and WebApp)

[@nishantketu5459]

Thank you so much for this incredible video! I’ve been working on a similar project for my client and have spent countless hours exploring tutorials and sifting through hundreds of Git repositories. Unfortunately, I kept running into errors, and even when I managed to deploy something, accessing it from my local web app was a challenge. This one-hour video was a game-changer-it cleared all my doubts and resolved every confusion I had. By carefully following your steps, I was finally able to get my web app running smoothly from my local environment. Your explanation was crystal clear and exceptionally helpful. You’re truly brilliant-thank you for sharing such valuable content!

[@madeforcloud]

I'm glad you found it helpful and it helped with your project!

[@ramu1506]

This is really informative, and very well narrated. Thank you !

[@madeforcloud]

Glad you liked it!

[@SamirGaykar-k6u]

Thank you for such an informative and detailed video on RAG using Azure AI! I really appreciate the effort you put into explaining the concepts. However, I noticed a small point that might need clarification. You mentioned several times that you "trained the LLM on documents." From what I understand, it seems that you actually created a RAG system using the LLM rather than training the LLM itself. Training an LLM is a different process compared to setting up a RAG system. I hope this feedback helps clarify things further for your viewers. Keep up the great work!

[@madeforcloud]

You are right Samir, I am using RAG technique to provide answers from private data. Looks like oversimplifying the concept created confusion.

[@ranadheerreddy2996]

Thanks a lot for this video. It helps in learning how to use AI Studio/Foundry and create as an app. thanks for your efforts.

[@madeforcloud]

Thanks mate, I appreciate the feedback!

[@VironGilEstrada-oq3hv]

Thanks for this! This is such a helpful and detailed video. I was wondering if you could add more use cases using Azure AI Services in the future? As of this writing, Azure has renamed AI Studio to AI Foundry. No worries though-I was still able to follow your video and apply it to Azure AI Foundry. Thanks again! Looking forward to more of your great content! ✅✅✅

[@madeforcloud]

I'm glad you found it helpful, I have added more videos involving Azure AI Foundry.

[@gauravagarwal750]

Amazing video. Loved it.

[@madeforcloud]

I'm glad you liked it!

[@gauravagarwal750]

@@madeforcloudwould you let me know what azure subscription are you using? I’m using 30 day free tier and it only allows me 1k token limit for model deployment. Appreciate your response.

[@gauravagarwal750]

@@madeforcloud Also, how can we dynamically add files and reindex the file and use the same in prompt flow? I want some solution like that

[@IsmaelShaik-k6h]

I like your Azure AI videos, could you please add more azure AI service videos.

[@madeforcloud]

Do you have any specific topics in mind?

[@lillinanamuka7071]

Really liked this video, is there any agent functionality as well in Azure AI studio?

[@madeforcloud]

Yes, you can use either Openai SDKs or Azure AI Foundry SDKs to create and run AI Agents

[@VijayKumar-pd8mu]

please do separate video to integrate to power apps

[@madeforcloud]

Sure, will create a video on this topic.

[@EndvrX]

Hi I am having 1 question after deploying the chatbot as an webapp at Azure and getting the endpoint, can we embed it in our website? Would like to know about chatbot embeding in our website securely

[@madeforcloud]

Yes, you can enable CORS and then embed the endpoint in your webapp.

[@082SRIRAMDR]

please provide the data[PDF files] used in this video and in github link is not present in the data folder

[@madeforcloud]

You can download it from this link. www.vicroads.vic.gov.au/~/media/files/formsandpublications/licences/road_to_solo_driving_handbook.pdf

[@sureshkarakam9174]

hi thanks for sharing the valueble information. i need some information i have implemented same model and iam trying to deploy the promt flow but i am facing the errors will help me out

[@madeforcloud]

Sure Suresh, share the error here.

[@sureshkarakam9174]

while deploying the end point in promt flow in azure ai doundry getting error The request is invalid. Status: 400 (The request is invalid.) ErrorCode: BadRequest Content: { "error": { "code": "BadRequest", "message": "The request is invalid.", "details": [ { "code": "InferencingClientCallFailed", "message": "{\"error\":{\"code\":\"Validation\",\"message\":\"{\\\"errors\\\":{\\\"\\\":[\\\"This endpoint has not been created successfully or is in deleting provisioning state. Please recreate endpoint and then try again to create deployment.\\\"]},\\\"type\\\":\\\"tools.ietf.org/html/rfc9110#section-15.5.1\\\",\\\"title\\\":\\\"One or more validation errors occurred.\\\",\\\"status\\\":400,\\\"traceId\\\":\\\"00-63489cecbac64ad2a2912f4238396f57-6318960f2746c672-01\\\"}\"}}", "details": [], "additionalInfo": [] } ], "additionalInfo": [ { "type": "ComponentName", "info": { "value": "managementfrontend" } }, { "type": "Correlation", "info": { "value": { "operation": "63489cecbac64ad2a2912f4238396f57", "request": "3c4607f16da1ff25" } } }, { "type": "Environment", "info": { "value": "eastus2" } }, { "type": "Location", "info": { "value": "eastus2" } }, { "type": "Time", "info": { "value": "2025-01-08T05:58:40.4789301+00:00" } } ] } } Headers: Cache-Control: no-cache Pragma: no-cache x-ms-throttling-version: REDACTED Request-Context: REDACTED x-ms-response-type: REDACTED Strict-Transport-Security: REDACTED X-Content-Type-Options: REDACTED x-aml-cluster: REDACTED x-request-time: REDACTED x-ms-ratelimit-remaining-subscription-resource-requests: REDACTED x-ms-request-id: 6d590bd7-8c7d-402c-b2b0-101bb14728d9 x-ms-correlation-request-id: REDACTED x-ms-routing-request-id: REDACTED X-Cache: REDACTED X-MSEdge-Ref: REDACTED Date: Wed, 08 Jan 2025 05:58:40 GMT Content-Length: 1416 Content-Type: application/json; charset=utf-8 Expires: -1 January 8, 2025 11:28 AM

[@EndvrX]

Hi would like some help from you regarding embed the chatbot as to shopify website

[@madeforcloud]

I am not on development side but can try helping you if you share the errors you are getting in my LinkedIn Chat.

[@antonrybak-t7b]

Is it possible to install external python libraries(pandas, numpy, etc..) within a python code in a project?

[@madeforcloud]

Yes, there is an option of using requirements.txt file in case of using python in prompt flow.

[@pystorm_app]

Hi, i keep encountering the following error: Execution failure in 'index_insurance': (Exception) Exception occured in search_function_construction.. How should i go about this?

[@madeforcloud]

Looks to be an issue with indexing. It's difficult to troubleshoot with this info. I would suggest to re-setup again as it could be any typo or missing configuration.

[@shreerangjoshi2014]

how can I deploy or integrate it with power apps rather than a web application??

[@madeforcloud]

I will create a seperate video for this. You can create a cloud flow in power automate and then consume the Endpoint using http connector. Hope this helps.

[@VijayKumar-pd8mu]

can we use azure ai studio comes under azure free 200$ credit?

[@madeforcloud]

No, Azure AI studio is not part of free credit.

[@GrowthMindset_J]

No you need premium paid subscription to use Azure AI Studio