title: README
emoji: 🐨
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colorTo: purple
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For easier cloud AI development, the recipe below has security, performance, lifecycle management and scalability superpowers to make it easy.
Preparation and model teaching:
- Use Huggingface as Fastest way to document and plan with fast code testing.
- Create a video playlist for Youtube that shows short videos on pattern implementation:
- https://www.youtube.com/playlist?list=PLHgX2IExbFosXrdx5gTJO33VoDH9bXlFJ
- Keep up with the latest in AI with Wes: https://www.youtube.com/watch?v=SQup5CeRGCM
- Use Azure Free to set up initial patterns and gain familiarity
- Use an Azure pre-flight checklist to plan your resource selection which we will eventually get down to code.
- New Azure subscription using an Account to explore $200 with resources free, Bookmark opening resources for starters.
- My links are usually Subscription, Resource Group, ACR, ACA Apps.
- For security tests, make it bulletproof - links with email and subscription GUID using self defense tests.
- Sub: https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816/overview
- RG: https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816
- ACR: https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816/resources
- Apps: https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816/resourceGroups/acae/providers/Microsoft.App/managedEnvironments/acae
- Github integration for subscription, github actions, and accelerators
- Git with one easy example per type of app and secure access pattern. Do easiest first, refactor to easiest.
- HTML5: Depth anything with Transformers.js: https://huggingface.co/spaces/awacke1/3D-Depth-Model-From-Image
- Gradio: Models, Datasets, Spaces, Search Hub: https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub
- Streamlit: Demonstrate transcript insights using AI libraries: https://huggingface.co/spaces/awacke1/Transcript-EDA-NLTK
- Get your mobile device for MFA, SMS (IPad, Android, iPhone to demo)
- Get your top LLM's to help with AI Pair Programming. Refactor model approach to use securely and internally.
- GPT: https://chatgpt.com/
- Claude: https://claude.ai/new
- Set up code for Github for HTML, Gradio, Streamlit examples
- Demonstrate and teach others.
Github AI Example Repositories:
- HTML: https://github.com/AaronCWacker/AIExamples-8-24-HTML
- Gradio: https://github.com/AaronCWacker/AIExamples-8-24-Gradio
- Streamlit: https://github.com/AaronCWacker/AIExamples-8-24-Streamlit
Process:
- Stage your three github repos with code.
- In Azure Subscription search "App Services"
- Add each git to an app service and configure command line call to start it.
Reference Papers and Spaces:
STaR: Self-Taught Reasoner, Bootstrapping Reasoning With Reasoning: https://openreview.net/pdf?id=_3ELRdg2sgI From Google Gemini to OpenAI Q* (Q-Star): A Survey of Reshaping the Generative Artificial Intelligence (AI) Research Landscape: https://arxiv.org/pdf/2312.10868 AI Research Papers via ArXiV Gradio Space and API: - https://huggingface.co/spaces/awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern
HTML5: 🌟Depth Anything w/ 🤗 Transformers.js🐆 - index.html - main app Gradio: https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub Streamlit: Transcript EDA NLTK - https://huggingface.co/spaces/awacke1/Transcript-EDA-NLTK