English | MP4 | AVC 1920×1080 | AAC 44KHz 2ch | 66 lectures (6h 55m) | 6.39 GB
Azure AI Studio Masterclass | Build Gen AI apps and copilots | Automate tasks with Gen AI | RAG | Prompt Flow Copilot
This comprehensive course teaches you how to leverage Azure AI Studio to build, deploy, and manage AI solutions at scale. You’ll learn how to harness the power of Azure’s AI services to create intelligent applications, process natural language, analyze images, and develop custom AI and Generative AI focused solutions.
We cover every aspect of Azure AI Studio, including AI models, AI services, deployments, prompt flows, data indexing (RAG), and more. The goal of this course is to make you a master at Azure AI Studio.
You will create sophisticated AI apps and workflows in this course including apps that extract and save text from receipts, and a workflow that does company research for you.
What will you learn?
- Build sophisticated AI apps, copilots, and solutions: Create advanced AI-powered assistants and applications tailored to specific business needs
- Integrate your own knowledge: Learn how to incorporate your unique data in the form of PDFs, TXTs, Excel files, and more into AI models using in-built RAG
- Add custom functions with Python and APIs: Extend the capabilities of your AI solutions with custom code and third-party integrations, fully integrated in Azure AI Studio
- Integrate AI models: Seamlessly combine various AI models to create powerful, multi-functional applications
- Add in AI services to make your app multimodal: Enhance your applications with vision, speech, language capabilities, and document intelligence for a rich user experience
- Build full end-to-end AI apps: Develop complete AI applications from concept to deployment, covering all aspects of the AI app build lifecycle
- Productivity superstar – Building AI apps is a productivity game changer, as it enables you to automate workflows or build personalized copilots that can leverage Generative AI to recall knowledge, call actions, perform research, and so much more
Table of Contents
Introduction
1 What is Azure AI Studio
2 Course Tips
3 Features of Azure AI Studio
4 What is this course
5 About the instructor
6 Course roadmap
7 Keys to success
8 Ways to contact me
9 Leave a rating
10 Azure AI Studio architecture and note on Azure
Environment Setup
11 Create an Azure account and Azure AI Studio account
12 Create an Azure AI Studio hub project
13 Resources and Jupyter Notebook
14 Azure AI Studio walkthrough
15 Set up Azure budget for Azure AI Studio
16 Course resources
Model Deployments and Chat Playground
17 Model catalogs benchmarking and deployments in Azure AI Studio
18 Deploy an LLM into Chat playground
19 Run chat playground and rate limits
20 Chat playground LLMs and rate limits
21 Chat playground to code
22 Export and import prompts in Chat playground
23 Prompt catalog and safety system message
Data and Indexing
24 Retrieval augmented generation how it works
25 Add a data store in Azure AI Studio
26 Create a data index in Azure AI Studio
27 Add a data index to an LLM in Azure AI Studio
Prompt Flow Builder
28 Set up a Prompt Flow in Azure AI Studio
29 Create a simple input output flow in Azure AI Studio
30 Add in one LLM call in Azure AI Studio
31 Multiple LLM calls in sequence in Azure AI Studio
32 Multiple LLM calls in parallel in Azure AI Studio
33 Integrate index lookup in Prompt Flow in Azure AI Studio 1
34 Integrate index lookup in Prompt Flow in Azure AI Studio 2
35 Adding Python functions
36 Calling an external API in Azure AI Studio Prompt Flow 1
37 Calling an external API in Azure AI Studio Prompt Flow 2
38 Analyze and query data with LLMs and Python in Prompt Flow and Azure AI Studio 1
39 Analyze and query data with LLMs and Python in Prompt Flow and Azure AI Studio 2
40 Analyze and query data with LLMs and Python in Prompt Flow and Azure AI Studio 3
41 Perform web search with SERP API in Prompt Flow in Azure AI Studio 1
42 Perform web search with SERP API in Prompt Flow in Azure AI Studio 2
43 Chat flows in Prompt Flow
44 Chat flows with Index Lookup in Prompt Flow
AI Services Multimodal Vision Speech
45 Introduction to AI Services Speech Vision Document Intelligence
46 Use Chat Playground with Vision
47 Use Vision in Prompt Flow in Azure AI Studio
48 Use GPT4 Vision in Prompt Flow through Python Function
49 Document Intelligence in Prompt Flow 1 Receipt Scanner
50 Document Intelligence in Prompt Flow 2 Receipt Scanner
51 Document Intelligence in Prompt Flow 3 Receipt Scanner
Deploy and Monitor
52 Introduction to deployment
53 Prompt flow create and debug for deployment
54 Consume an Azure AI Studio endpoint in Python
55 Consume an Azure AI Studio endpoint in Power Automate 1
56 Consume an Azure AI Studio endpoint in Power Automate 2
57 Connect Azure AI Studio endpoint to Microsoft Teams app 1
58 Connect Azure AI Studio endpoint to Microsoft Teams app 2
59 Integrate Azure AI Studio endpoint into Copilot Studio 1
60 Integrate Azure AI Studio endpoint into Copilot Studio 2
61 Monitor and delete endpoints
62 Delete an app
Conclusion and Certificate
63 Conclusion and next steps
64 Clean up your Azure AI Studio Azure resources
65 Certificate
Bonus
66 Bonus
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