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Introduction to Machine Learning and Data Science
Приєднався 6 сер 2014
Just some basic Data Science, this channel is no replacement for University Education, but it won't hurt.
Azure Responsible AI Dashboard
The Responsible AI dashboard provides a single interface to help you implement Responsible AI in practice effectively and efficiently. It brings together several mature Responsible AI tools in the areas of:
Model performance and fairness assessment
Data exploration
Machine learning interpretability
Error analysis
Counterfactual analysis and perturbations
Causal inference
github.com/Azure/azureml-examples/tree/main/sdk/python/responsible-ai
github.com/sqlshep/RAI-Hack
archive.ics.uci.edu/dataset/296/diabetes+130-us+hospitals+for+years+1999-2008
github.com/microsoft/responsible-ai-toolbox
techcommunity.microsoft.com/t5/ai-machine-learning-blog/getting-started-with-azure-machine-learning-responsible-ai/ba-p/3746948
Model performance and fairness assessment
Data exploration
Machine learning interpretability
Error analysis
Counterfactual analysis and perturbations
Causal inference
github.com/Azure/azureml-examples/tree/main/sdk/python/responsible-ai
github.com/sqlshep/RAI-Hack
archive.ics.uci.edu/dataset/296/diabetes+130-us+hospitals+for+years+1999-2008
github.com/microsoft/responsible-ai-toolbox
techcommunity.microsoft.com/t5/ai-machine-learning-blog/getting-started-with-azure-machine-learning-responsible-ai/ba-p/3746948
Переглядів: 1 190
Відео
Getting started with Azure Machine Learning Prompt Flow
Переглядів 11 тис.11 місяців тому
Getting started with Azure Machine Learning Prompt Flow, this will get you running with AML Prompt Flow, stay tuned for a future video where i will be discussing Prompt Flow in Azure AI Studio :) troubleshooting link mentioned in video; learn.microsoft.com/en-us/azure/ai-studio/how-to/troubleshoot-deploy-and-monitor
Azure OpenAI Chat With Your Data No Code Edition
Переглядів 3,7 тис.Рік тому
Azure OpenAI Chat With Your Data No Code Edition - chat with your data deploy a web app without any coding!!! Repo mentioned in the video github.com/sqlshep/OpenAI
Introduction to Azure OpenAI and Architecture Patterns
Переглядів 14 тис.Рік тому
This is a gentle introduction to Azure OpenAI and a few architecture patterns you may think about implementing. This is by no means fully comprehensive, but it should get you started. Links mentioned in the video can be found here github.com/sqlshep/OpenAI Cross-Posted ua-cam.com/video/ne81LTo7o-Y/v-deo.html
2021-04-24 Spar JJF
Переглядів 963 роки тому
Olympus Dive Center, Morehead City, NC. Montage of USCG Spar and JJF, Tiger Sharks, crabs, Puffer Fish, Nudibranch, octopus.
SPAR 04-18-2021
Переглядів 573 роки тому
Olympus Dive Center, Morehead City, NC. USCG Spar 04/18/2021 Tiger sharks
Madison Park 2015 Christmas Ship Festival
Переглядів 6688 років тому
Madison Park 2015 Christmas Ship Festival
Nice video, thanks. What if I do not only have pdf files? And what happens to images that are included in the documents?
Great content thanks. I have a question. I want to forward the result to an endpoint. Can I add a http request after the result ?
what role do I need to be assigned to create a runtime? I have contributor role but the runtime create option is disabled. Please help.
Incredible video, thanks. What is an alternative for Azure openAI resource?
I have a different flows created. No embeddings but a lookup after modify_query_with_history
how do I update my vector index with additional data?
Thanks a lot. Bumped across Prompt flow in Azure AI studio today without having any idea. Loved your video. Can you please tell me why we'd need a text embedding model?
Exactly what i needed. thanks!
This video is incredible, exactly what I needed and so clearly explained - thank you!
Excellent Demo, thanks.
I have never added a comment on any video before, but this is really amazing and exactly what i was looking for. Thanks for sharing. well done.
Awesome, thank you for the feedback!
I used a similar prompt as yours however the model is still answering out of context questions. Is there a way to ensure that the model strictly answers the topics related to the docs in Azure AI?
This is extraordinary content. Extremely well done.
Will the system automatically change the API versions when necessary?
learn.microsoft.com/en-us/azure/ai-services/openai/how-to/working-with-models?tabs=powershell
I followed Microsoft documentation to build RAI dashboard. After creating dashboard and when trying to connect to compute I am getting an error saying, "Model environment is incompatible with Responsible AI dashboard". So, how can I solve this?
I would look at the terminal outputs from the compute session when it is connecting and go from there. I do not know exactly what you ran, but make sure your environments in your code are up to date, that is covered in the video.
I was able to reproduce this, I am looking into it!
super interesting thanks for sharing - this might be super useful for AutoML especially to drill into the EDA components after the model has been created.
i think we have a sample notebook somewhere for RAI on Azure AutoML, give me a couple of weeks i will get it added to my github repo.
Thank you Shep! Great introduction to RAI Dashboard and very thorough. Can't believe all you covered in 40 minutes.
Very nice session but one question Can't we use azure alone instead of azure open AI ? is there any alternative than using Azure Open AI as its asks for registering etc.,
if you are using a free azure account, then most probably you are not able to create an azure open ai service.
Getting this error can you help Prompt flow deployment "ml-workspace-service-xyz" of endpoint "ml-workspace-service-xyz" failed Creating deployment Hide details ResourceNotReady: User container has crashed or terminated: Liveness probe failed:
This is Awesome! Thanks.
Can we creat a interface for end user to upload a doc and do RAG in Azure ?
Yes you can, but you will need to write all the code yourself, security, read the docs in, chunking, run through forms recognizer if needed, process through embedding model, store in vector db etc...
@@shepMLgreat video, do you plan to do any other videos to create a UI and show this flow? It would be really useful
This is really fantastic recipe. Thank you for recording this!
Awesome
Is it possible to control the chunking strategy in azure promt
Not if you are using the Vector Index Wizard
how much cost is incurred in a abasic QnA test session?
Great Video!
Is there a way to upload data or fine-tune a deployed model using Python/rest api?
How does the chat model retrieve the data? Is it straight up being fine-tuned on all the data, or is there some kind of RAG pattern?
Classic RAG
Hi, Can you please tell how can I design my own webpage and make a QNA bot acc to documents uploaded ?
Thank you very much.
I deployed a web app using Open AI studio by adding examples to the chat playground, and when I test it with the chat session in chat playground it works perfect but on the web app the responses are so much different. What am I missing?
Responses will not be exactly the same for every person every time unless the parameters temperature setting is set to 0, the default setting in Azure OpenAI Studio is .7 which can be changed. Check this out to learn more, learn.microsoft.com/en-us/answers/questions/1313865/recommended-openai-temperature-and-top-p
Thank you very much. Its been wonderful how many resources have been made available regarding semantic kernel and Azure OpenAI. Are you aware of any timeline for when Azure OpenAI will be available for the public to test?
Stay tuned, azure.microsoft.com/en-us/blog/scale-generative-ai-with-new-azure-ai-infrastructure-advancements-and-availability/
she is mako