Generative AI using Azure OpenAI ChatGPT for Beginners from Udemy

Imagine being at the forefront of a revolution, where cutting-edge AI models like ChatGPT and DALL-E join forces with the secure and reliable infrastructure of Microsoft Azure to redefine what's possible. This isn't just a course; it's your key to unlocking a new era of AI-powered innovation.The first and the only course that covers the Text,Image,Audio models , Using Your Own Data,Fine Tuning and other latest features in Azure OpenAI Service.

What Awaits You in this Groundbreaking Course:

Master Azure OpenAI: Dive deep into the heart of AI brilliance as you explore the limitless potential of Chat

Hands-On Learning: Get your hands dirty with Azure OpenAI Studio, Postman for testing API magic, and use the models from your python applications.

Exclusive Azure Access: Azure is the exclusive gateway to OpenAI models, backed by Microsoft's significant investment in

OpenAI and it is just the beginning. This course will show you how to make the most of this powerful combination.

Advanced Topics: From the basics to the most advanced concepts like Fine Tuning, this course is your all-in-one ticket to becoming an Generative AI expert.

From this course you will:

Understand the fundamentals of AI, Generative AI and OpenAI API

Learn how to use ChatGPT and Prompt Engineering

Setup Azure OpenAI account

Understand Azure OpenAI quotas and pricing

Deploy Azure OpenAI service

Learn how to use the Azure OpenAI Studio to deploy LLMs

Test your models using the Playground

Access the model from Postman

Use the models from your Python Code through APIs

Deploy your tested models as a Web Application

Use DALL-E studio to generate images

Create Images From your python code using APIs

Understand what text embeddings are and deploy the Embedding Models

Generate Embeddings and find Similarity between words and sentences

Use Whisper AI model to generate text from audio

Translate audio from other languages to english

Use audio and text models together

Master using your own data with the models

Understand how keyword and vector search works

Use cognitive search

Learn how to secure your chatbots

Understand what Fine Tuning is and work on a usecase

Use Content Filters

and more in simple steps

What's inside

Learning objectives

Understand the fundamentals of ai,generative ai and openai api
Learn how to use chatgpt and prompt engineering
Setup azure openai account
Understand azure openai quotas and pricing
Deploy azure openai service
Learn how to use the azure openai studio to deploy llms
Test your models using the playground
Access the model from postman
Use the models from your python code through apis
Deploy your tested models as a web application
Use dall-e studio to generate images
Create images from your python code using apis
Understand what text embeddings are and deploy the embedding models

Generate embeddings and find similarity between words and sentences
Use whisper ai model to generate text from audio
Translate audio from other languages to english
Use audio and text models together
Master using your own data with the models
Understand how keyword and vector search works
Use cognitive search
Learn how to secure your chatbots
Understand what fine tuning is and work on a usecase
Use content filters
And more in simple steps
Show more
Show less

Understand the fundamentals of ai,generative ai and openai api
Learn how to use chatgpt and prompt engineering
Setup azure openai account
Understand azure openai quotas and pricing
Deploy azure openai service
Learn how to use the azure openai studio to deploy llms
Test your models using the playground
Access the model from postman
Use the models from your python code through apis
Deploy your tested models as a web application
Use dall-e studio to generate images
Create images from your python code using apis
Understand what text embeddings are and deploy the embedding models
Generate embeddings and find similarity between words and sentences
Use whisper ai model to generate text from audio
Translate audio from other languages to english
Use audio and text models together
Master using your own data with the models
Understand how keyword and vector search works
Use cognitive search
Learn how to secure your chatbots
Understand what fine tuning is and work on a usecase
Use content filters
And more in simple steps
Show more
Show less

Syllabus

Introduction

How to make the best of this course

Github Url

Download Slides

The Fundamentals

What is AI

What is Generative AI

What is OpenAI

ChatGPT Crash Course

ChatGPT in action

Prompt Engineering

Summarize

Expand

Research and Plan

Code

Classification

Market

Translate

Conditional Prompts

Structured Output

Sample Data

Sentimental Analysis

Azure OpenAI Service

What is Azure OpenAI Service

Setup Azure OpenAI Service Account

Documentation and Models List

Pricing Quotas and Limits

Deploy Azure OpenAI Service

Text Processing

Azure OpenAI Studio

Deploy the model

Access the model from Playground

Setup PyCharm and Postman

Access API from PostMan

Pass Parameters

Setup Python Project

Configure API Key

Access API Programatically

Get Multiple Responses

Deploy as WebApp

Completions Play Ground

Content Filters

Content Filtering in Action

Write a rap song

Sentiment Analysis

Embeddings

Deploy a Embeddings Model

Install NumPy

Generate Embeddings

Finding Similarity

Plagiarism Detection

Audio

Deploy Models and Update Key

Whisper Playground

Transcribe

Mix Models

Generate Quizzes

Using Your Own Data

Cognitive Search

Ingestion

Usecase

Create the required resources

Use Keyword Search

Use Hybrid Search

Assignment - SmartHomeHub Chatbot

Clean Up Resources

Fine Tuning

Use Case and Data

Fine Tuning from Studio

Python Code WalkThrough

Fine Tuning Using API

Clean Up

Images

Deploy DALL-E MODEL

Using DALL-E in studio

Using DALL-E API

Using Image Models

Functions Calling

Deploy GPT4 Model

The Problem

Use Function Calling

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Develops writing skills, topic research skills, and communication skills, which are core skills for effective professional writing

In-demand skills: covers topics and technologies that are highly relevant to industry

Hands-on labs and interactive materials make the learning process more engaging and effective

Intermediate-learners: builds upon existing foundation in AI concepts and applications

Industry-leading resources: Partnership with Microsoft Azure provides access to state-of-the-art AI models and infrastructure

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Generative AI using Azure OpenAI ChatGPT for Beginners with these activities:

Review Foundations of AI

Show steps

Cover concepts foundational to Generative AI, such as Neural Networks and Natural Language Processing

Browse courses on Artificial Intelligence

Show steps

Revisit the concepts of supervised and unsupervised learning algorithms.
Review basic concepts of neural networks, including activation functions, architectures, and backpropagation.
Refresh knowledge of natural language processing techniques, such as tokenization, stemming, and part-of-speech tagging.

Develop a Chatbot Assistant

Show steps

Reinforce key concepts of text processing, prompt engineering, and text embeddings through practical hands-on experience

Show steps

Design the chatbot's functionality and user interface.
Implement the chatbot's core functionality using Azure OpenAI Service or similar.
Train and fine-tune the chatbot's language model.
Deploy the chatbot and gather feedback for further improvements.

Show all two activities

Career center

Learners who complete Generative AI using Azure OpenAI ChatGPT for Beginners will develop knowledge and skills that may be useful to these careers:

Natural Language Processing Engineer

Azure OpenAI offers a suite of text processing models, empowering Natural Language Processing Engineers to automate tasks, extract insights, and generate content at scale. This course provides a deep dive into using these models effectively. By leveraging ChatGPT and other Azure OpenAI models, Engineers can develop sophisticated natural language processing applications, such as chatbots, sentiment analysis tools, and text summarizers, to enhance customer interactions and improve business outcomes.

See salaries and explore the career path for Natural Language Processing Engineer

AI Researcher

Azure OpenAI provides a platform for cutting-edge research in Generative AI. This course offers a comprehensive overview of the field, from the fundamentals of ChatGPT to advanced concepts like Fine Tuning. AI Researchers will gain hands-on experience in developing and deploying AI models using Azure OpenAI's tools and services, enabling them to push the boundaries of AI research and innovation.

See salaries and explore the career path for AI Researcher

Data Scientist

Data Scientists address real-world problems by leveraging generative AI and Azure OpenAI's reliable infrastructure to extract valuable insights. The techniques covered in this course, from text processing to embeddings to audio analysis, provide a strong foundation for success in this role. By utilizing AI models like ChatGPT and DALL-E, Data Scientists can automate data analysis tasks, identify patterns, and predict future trends with greater accuracy.

See salaries and explore the career path for Data Scientist

Software Engineer

Azure OpenAI offers a platform that helps Software Engineers integrate the latest AI capabilities into their applications. This course delves into using ChatGPT and other Azure OpenAI models through APIs, enabling developers to enhance their applications with natural language processing, image generation, and other cutting-edge functionalities. Mastering these skills positions Software Engineers for success in building innovative and user-centric solutions.

See salaries and explore the career path for Software Engineer

Technical Writer

Generative AI has the potential to revolutionize technical writing, and Azure OpenAI offers a range of tools to empower Technical Writers. This course provides a practical introduction to using ChatGPT and other Azure OpenAI models for content generation, editing, and optimization. By leveraging these capabilities, Technical Writers can streamline their workflow, enhance content quality, and reach wider audiences with their documentation.

See salaries and explore the career path for Technical Writer

Computer Vision Engineer

Generative AI is transforming the field of Computer Vision, and Azure OpenAI is at the forefront of this revolution. This course provides a comprehensive introduction to using DALL-E and other Azure OpenAI models for image generation and analysis. Computer Vision Engineers will gain hands-on experience in building applications that leverage these models to automate image processing tasks, enhance visual experiences, and gain valuable insights from visual data.

See salaries and explore the career path for Computer Vision Engineer

Content Creator

Generative AI is opening up new possibilities for Content Creators, and Azure OpenAI is a leading provider of these technologies. This course offers a comprehensive overview of using ChatGPT and other Azure OpenAI models for content generation, editing, and optimization. Content Creators will gain hands-on experience in creating high-quality, engaging content at scale, enabling them to reach wider audiences and achieve greater impact.

See salaries and explore the career path for Content Creator

Customer Success Manager

Generative AI is transforming customer success, and Azure OpenAI offers a range of tools to empower Customer Success Managers. This course provides a practical introduction to using ChatGPT and other Azure OpenAI models for personalized communication, proactive support, and customer engagement. By leveraging these capabilities, Customer Success Managers can build stronger relationships with customers, reduce churn, and drive customer satisfaction.

See salaries and explore the career path for Customer Success Manager

UX Designer

Generative AI has the potential to revolutionize user experience design, and Azure OpenAI offers a range of tools to empower UX Designers. This course provides a practical introduction to using ChatGPT and other Azure OpenAI models for content generation, prototyping, and user testing. By leveraging these capabilities, UX Designers can streamline their workflow, enhance user engagement, and create more intuitive and personalized experiences.

See salaries and explore the career path for UX Designer

Data Analyst

Data Analysts play a crucial role in extracting insights from data, and Azure OpenAI's tools can significantly enhance their capabilities. This course offers a practical approach to using Azure OpenAI models for text analysis, embedding generation, and audio processing. By mastering these techniques, Data Analysts can automate data exploration, uncover hidden patterns, and make more informed decisions, driving better business outcomes.

See salaries and explore the career path for Data Analyst

Product Manager

Generative AI has the potential to revolutionize product development, and Azure OpenAI offers a range of tools to empower Product Managers. This course provides a practical introduction to using ChatGPT and other Azure OpenAI models for idea generation, user research, and product prototyping. By leveraging these capabilities, Product Managers can gain deeper insights into customer needs, accelerate innovation, and bring better products to market faster.

See salaries and explore the career path for Product Manager

Digital Marketing Specialist

Generative AI is transforming digital marketing, and Azure OpenAI offers a range of tools to empower Digital Marketing Specialists. This course provides a practical introduction to using ChatGPT and other Azure OpenAI models for content creation, campaign optimization, and audience engagement. By leveraging these capabilities, Digital Marketing Specialists can automate tasks, gain deeper insights into customer behavior, and create more effective and targeted campaigns.

See salaries and explore the career path for Digital Marketing Specialist

Machine Learning Engineer

Generative AI is revolutionizing Machine Learning, and this course provides a comprehensive overview of the field. Learners will gain hands-on experience with advanced concepts like Fine Tuning, enabling them to build and deploy highly accurate and efficient machine learning models. The course's coverage of Azure OpenAI's tools and services further enhances a Machine Learning Engineer's ability to develop innovative solutions for complex problems.

See salaries and explore the career path for Machine Learning Engineer

Salesforce Administrator

Generative AI has the potential to revolutionize Salesforce administration, and Azure OpenAI offers a range of tools to empower Salesforce Administrators. This course provides a practical introduction to using ChatGPT and other Azure OpenAI models for data management, process automation, and user support. By leveraging these capabilities, Salesforce Administrators can streamline their workflow, enhance data integrity, and provide better support to their users.

See salaries and explore the career path for Salesforce Administrator

Business Analyst

Generative AI is transforming business analysis, and Azure OpenAI offers a range of tools to empower Business Analysts. This course provides a practical introduction to using ChatGPT and other Azure OpenAI models for data analysis, process optimization, and decision making. By leveraging these capabilities, Business Analysts can automate tasks, gain deeper insights into business processes, and make more informed recommendations.

See salaries and explore the career path for Business Analyst