Azure Generative (OpenAI) + Predictive AI (23+ Hours)
NOTE: This course is only for people interested in learning "Microsoft Azure OpenAI service". If you are looking for open source version of OpenAI, then this course should not be on your wish list.
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NOTE: This course is only for people interested in learning "Microsoft Azure OpenAI service". If you are looking for open source version of OpenAI, then this course should not be on your wish list.
NOTE: This course is only for people interested in learning "Microsoft Azure OpenAI service". If you are looking for open source version of OpenAI, then this course should not be on your wish list.
This course covers all the key concepts related to Azure OpenAI. Be it function calling or something as small as knowing how your engine processes tokens, the course has it all covered. In this course you will learn about concepts such as temperature parameter, token parameter, adding external API's to Azure Open AI function calling, integrating other Azure services such as the Azure Speech Service with Azure Open AI to make your engine/ model more efficient and powerful. This course is tailored in a very concise and short manner, providing you with only the important stuff so that your time is well-spent. This course will act as a bridge to your journey in being a master at using Azure Open AI and its offerings. Although this course is short, the course assures that you get your money's worth
Course Level: The course goes all the way up from level 0 to level 100; Don't know what's the basic difference between Azure OpenAI and OpenAI, don't worry, the course's got your back.
Hand-On Labs: The hands-on labs in the course are very enriching. You will be provided with a github repository which will contain all the codes for the hands-on labs covered in this course. The hands-on labs offered in this course cover a variety of topics including:
1) Chat Completions API.
2) Making use of text embedding engine for enhanced machine learning processes.
3) integrating speech-to-text token query retrieval in your chat engine.
4) making use of function calling functionality exclusive to Azure Open Ai to call an external API to retrieve real-time information/data.
5) Exploring concept of RAG (Retrieval Augmented Generation) by integrating Azure Ai Search with your chat engine.
6) Using Vector search and information retrieval using Azure Machine Learning Workspace.
7) Using GPT-4 using Computer Vision.
Bonus Section: A bonus section that includes GitHub Copilot has been made available with this course as well. Concepts like multi language support, @VScode agent, @workspace agent and code debugging have been explained in depth.
Prerequisites: knowledge about Python programming language and basic command line interface commands makes up for the prerequisites for the course.
Buy this course and get ready to embark on a journey full of brilliant learning.
What's inside
Learning objectives
- Learn about the fundamentals of azure openai
- Learn to integrate other azure services with azure openai
- Learn about generative ai
- Becoming good at prompt engineering
- Learn predictive ai (ai-102)
- Learn about github copilot
- Learn about securing azure openai
- Learn about the fundamentals of azure openai
- Learn to integrate other azure services with azure openai
- Learn about generative ai
- Becoming good at prompt engineering
- Learn predictive ai (ai-102)
- Learn about github copilot
- Learn about securing azure openai
Syllabus
Introduction
Instructor Introduction
a brief introduction about what the course goals are and what the course is going to cover
Prerequisites
Read more
Syllabus
a brief introduction about what the course goals are and what the course is going to cover
basic software download and other stuff walkthrough
Cloud Technology is a costly affair and we all know it. So following are the bullet points to keep in mind to minimize your chances of making unwanted losses.
1)Always delete the resource group and the resource immediately after your work gets over. It always pains me to remember the fact that I once incurred a loss of nearly $1000 after keeping my AI search resource undeleted for a week (fortunately I had to pay only 10 percent of the total bill according to Microsoft's one-time refund policy).
2)Always have a look at the price calculator before using a resource.
3)Fine-Tuning your azure OpenAI chat engine is costly as hell. I incurred a loss of $1000 because of this ,which again, fortunately, was waived off as a result of Microsoft's one-time refund policy (I had to pay only 10% of the total billing amount). I would suggest watching the Fine-Tuning video in this course only for educational intent unless and until you want to fine-tune your model for actual project work.
4)Take periodic looks and keep a track of your cost management in your azure subscription by going to the "cost management + billing" tab.
Creating an Azure OpenAI resource in your Azure portal account
learn about how to deploy a model of your choice
master the art of prompt engineering
tips to refine your prompt engineering skills
learn how you can control your engine responses with help of the "temperature" parameter
learn about "ChatCompletions" API and its significance
learn how to use the Chat Completions API to get a response to your query from your engine
learn what makes Azure OpenAI have an upper edge
Continuation of the fundamental differences between Azure OpenAi and OpenAi. Understanding why Azure OpenAi stands out from the crowd
learn about the basics of Open AI
understanding what is function calling using Azure OpenAI.
master the art of function calling with Azure OpenAI
combining azure cognitive search solution with Azure Open Ai to create a very powerful document analyzer
Fine-Tuning your custom model using your own training dataset for refined responses
A Demo of How You Can Fine-Tune your own custom model
Evaluating the performance of your custom model on the basis of your custom training dataset
a lab where you learn to integrate Azure Speech service with Azure OpenAI
learning to use Azure OpenAI's text embedding engine
Good to know
Save this course
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Activities
Azure OpenAI Study Group
Show steps
Join forces with fellow learners to establish a study group dedicated to Azure OpenAI, where you can share knowledge, engage in discussions, and reinforce your understanding of key concepts.
Browse courses on
Azure OpenAI
Show steps
-
Find a Group of Interested Learners
-
Establish a Regular Meeting Schedule
-
Assign Roles and Responsibilities
-
Prepare Study Materials and Discussion Topics
Azure AI Community Contribution
Show steps
Engage with the vibrant Azure AI community by volunteering your time to contribute to open-source projects, support forums, and assist other learners.
Browse courses on
Azure OpenAI
Show steps
-
Identify Ways to Contribute to the Community
-
Join Azure AI Community Forums
-
Contribute to Open-Source Projects
-
Lead or Host Community Events
Using ChatGPT to Get Started with Azure OpenAI
Show steps
This tutorial will help you become familiar with the basics of Azure OpenAI and get started using ChatGPT.
Show steps
-
Sign up for an Azure OpenAI account
-
Create a new ChatGPT instance
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Send a message to your ChatGPT instance
-
Explore the different features of ChatGPT
Nine other activities
Expand to see all activities and additional details
Show all 12 activities
Azure OpenAI Mentorship Program
Show steps
This mentorship program will connect you with an experienced Azure OpenAI expert who can help you learn and grow.
Show steps
-
Apply to the Azure OpenAI Mentorship Program
-
Meet with your mentor and discuss your goals
-
Work with your mentor to develop a learning plan
-
Meet with your mentor regularly to discuss your progress
Azure OpenAI Meetup
Show steps
This meetup will provide you with an opportunity to network with other Azure OpenAI users and learn from experts.
Show steps
-
Find an Azure OpenAI meetup in your area
-
Register for the meetup
-
Attend the meetup and participate in the discussions
-
Follow up with the people you meet
Code Gist Practice
Show steps
This hands-on activity allows you to develop your skills in using Microsoft Azure's Chat Completions API to build a more robust chat engine.
Browse courses on
Prompt Engineering
Show steps
-
Fork the Provided Code Repository
-
Configure Your Azure Account and Obtain a Subscription Key
-
Implement the Chat Completions Functionality
-
Test Your Chat Engine Using Postman
-
Explore Additional Code Gists for Extended Functionality
GitHub Copilot Hands-On
Show steps
Participate in this comprehensive tutorial to master the powerful features of GitHub Copilot, empowering you to enhance your coding proficiency.
Browse courses on
GitHub Copilot
Show steps
-
Install GitHub Copilot in Your Preferred Code Editor
-
Familiarize Yourself with Copilot's Interface and Functionality
-
Utilize Copilot for Code Auto-Completion and Suggestion Generation
-
Explore Copilot's Advanced Features
Azure OpenAI Chatbot Challenge
Show steps
This challenge will test your knowledge of Azure OpenAI and help you improve your skills in using ChatGPT.
Show steps
-
Answer a series of questions about Azure OpenAI and ChatGPT
-
Receive feedback on your answers and learn from your mistakes
-
Repeat the challenge until you achieve a perfect score
Vector Search and Information Retrieval Hackathon
Show steps
Engage in a collaborative workshop where you will harness Azure Machine Learning Workspace to implement vector search and information retrieval techniques, ultimately creating a fully functional application.
Browse courses on
Vector Search
Show steps
-
Gather a Team and Define Your Project Goals
-
Explore Azure Machine Learning Workspace and Its Capabilities
-
Implement Vector Search and Information Retrieval Functionality
-
Design and Develop Your Application's User Interface
-
Deploy and Test Your Application
Azure OpenAI Hackathon
Show steps
This hackathon will give you the opportunity to apply your Azure OpenAI skills to solve real-world problems.
Show steps
-
Find an Azure OpenAI hackathon in your area
-
Register for the hackathon
-
Form a team and develop a project
-
Present your project to a panel of judges
Azure OpenAI Blog Post
Show steps
This project will help you demonstrate your understanding of Azure OpenAI and share your knowledge with others.
Show steps
-
Choose a topic related to Azure OpenAI
-
Research your topic and gather information
-
Write a blog post that is informative and engaging
-
Publish your blog post on a platform such as Medium or LinkedIn
Azure OpenAI Open Source Project
Show steps
This project will give you the opportunity to contribute to the Azure OpenAI open source community.
Show steps
-
Find an Azure OpenAI open source project that you are interested in
-
Fork the project and make your changes
-
Submit a pull request to the project
-
Work with the project maintainers to get your changes merged
Azure OpenAI Study Group
Show steps
Join forces with fellow learners to establish a study group dedicated to Azure OpenAI, where you can share knowledge, engage in discussions, and reinforce your understanding of key concepts.
Browse courses on
Azure OpenAI
Show steps
- Find a Group of Interested Learners
- Establish a Regular Meeting Schedule
- Assign Roles and Responsibilities
- Prepare Study Materials and Discussion Topics
Azure AI Community Contribution
Show steps
Engage with the vibrant Azure AI community by volunteering your time to contribute to open-source projects, support forums, and assist other learners.
Browse courses on
Azure OpenAI
Show steps
- Identify Ways to Contribute to the Community
- Join Azure AI Community Forums
- Contribute to Open-Source Projects
- Lead or Host Community Events
Using ChatGPT to Get Started with Azure OpenAI
Show steps
This tutorial will help you become familiar with the basics of Azure OpenAI and get started using ChatGPT.
Show steps
- Sign up for an Azure OpenAI account
- Create a new ChatGPT instance
- Send a message to your ChatGPT instance
- Explore the different features of ChatGPT
Azure OpenAI Mentorship Program
Show steps
This mentorship program will connect you with an experienced Azure OpenAI expert who can help you learn and grow.
Show steps
- Apply to the Azure OpenAI Mentorship Program
- Meet with your mentor and discuss your goals
- Work with your mentor to develop a learning plan
- Meet with your mentor regularly to discuss your progress
Azure OpenAI Meetup
Show steps
This meetup will provide you with an opportunity to network with other Azure OpenAI users and learn from experts.
Show steps
- Find an Azure OpenAI meetup in your area
- Register for the meetup
- Attend the meetup and participate in the discussions
- Follow up with the people you meet
Code Gist Practice
Show steps
This hands-on activity allows you to develop your skills in using Microsoft Azure's Chat Completions API to build a more robust chat engine.
Browse courses on
Prompt Engineering
Show steps
- Fork the Provided Code Repository
- Configure Your Azure Account and Obtain a Subscription Key
- Implement the Chat Completions Functionality
- Test Your Chat Engine Using Postman
- Explore Additional Code Gists for Extended Functionality
GitHub Copilot Hands-On
Show steps
Participate in this comprehensive tutorial to master the powerful features of GitHub Copilot, empowering you to enhance your coding proficiency.
Browse courses on
GitHub Copilot
Show steps
- Install GitHub Copilot in Your Preferred Code Editor
- Familiarize Yourself with Copilot's Interface and Functionality
- Utilize Copilot for Code Auto-Completion and Suggestion Generation
- Explore Copilot's Advanced Features
Azure OpenAI Chatbot Challenge
Show steps
This challenge will test your knowledge of Azure OpenAI and help you improve your skills in using ChatGPT.
Show steps
- Answer a series of questions about Azure OpenAI and ChatGPT
- Receive feedback on your answers and learn from your mistakes
- Repeat the challenge until you achieve a perfect score
Vector Search and Information Retrieval Hackathon
Show steps
Engage in a collaborative workshop where you will harness Azure Machine Learning Workspace to implement vector search and information retrieval techniques, ultimately creating a fully functional application.
Browse courses on
Vector Search
Show steps
- Gather a Team and Define Your Project Goals
- Explore Azure Machine Learning Workspace and Its Capabilities
- Implement Vector Search and Information Retrieval Functionality
- Design and Develop Your Application's User Interface
- Deploy and Test Your Application
Azure OpenAI Hackathon
Show steps
This hackathon will give you the opportunity to apply your Azure OpenAI skills to solve real-world problems.
Show steps
- Find an Azure OpenAI hackathon in your area
- Register for the hackathon
- Form a team and develop a project
- Present your project to a panel of judges
Azure OpenAI Blog Post
Show steps
This project will help you demonstrate your understanding of Azure OpenAI and share your knowledge with others.
Show steps
- Choose a topic related to Azure OpenAI
- Research your topic and gather information
- Write a blog post that is informative and engaging
- Publish your blog post on a platform such as Medium or LinkedIn
Azure OpenAI Open Source Project
Show steps
This project will give you the opportunity to contribute to the Azure OpenAI open source community.
Show steps
- Find an Azure OpenAI open source project that you are interested in
- Fork the project and make your changes
- Submit a pull request to the project
- Work with the project maintainers to get your changes merged
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