4.51 out of 5
4.51
218 reviews on Udemy

Generative AI:Beginner to Pro with OpenAI & Azure OpenAI

AI Basics, Gen-AI, OpenAI,ChatGPT, API Calls(Python), Azure AI Search,RAG, Fine Tuning,Content Filtering,Assistants API
Instructor:
Kshitij Joy (OCM/ACE-Pro)
1,482 students enrolled
English [Auto]
AI Concepts & Workloads
Machine Learning Foundations
Types of Machine Learning
Demo Lab on Machine Learning
Deep Learning Foundations
Types of Deep Learning
Demo Lab on Deep Learning
Generative AI Foundations
Embeddings Vs Vector Databases
AI Infrastructure
OpenAI / ChatGPT / APIs
Azure OpenAI
Bring Your Own Data - RAG with Azure AI Search
Azure OpenAI Fine Tuning
Azure OpenAI Content Filtering
Azure OpenAI - IAM / RBAC Model
Azure OpenAI - Making API Calls (Python Codes)
Assistants API

Generative AI refers to a type of artificial intelligence technology that can generate new content based on the data it has been trained on. This includes text, images, music, video, and other forms of media. The AI learns from a large dataset to recognize patterns, styles, or features and then uses this understanding to create new, original content that mimics the input it has studied.

The course will present you with a foundational understanding of AI. The course has several modules where you will be explained basic concepts around AI, Machine Learning, Deep Learning, Generative AI, Large Language Models (LLMs) , ChatGPT , Azure Open AI

The Topics that will be covered are as follows:

  • AI Concepts & Workloads


    What is AI ?
    Benefits of Artificial Intelligence (AI)
    Types of AI Workloads
    AI vs ML vs DL
    Quiz Time
    AI Concepts Quiz

  • Machine Learning
    Machine Learning – Real World Example
    Machine Learning – Key Terminologies
    What is Machine Learning ?
    Types of Machine Learning
    What is Supervised Machine Learning ?
    What is Classification in SML ?
    What is Regression in SML ?
    What is Unsupervised Machine Learning ?
    What is Re-inforcement Machine Learning
    What is a Jupyter Notebook
    Demo: Understanding the IRIS Dataset
    Demo: Creating & Training your ML Model

  • Deep Learning

    What is Deep Learning ?

    What is a Neural Network ?
    Deep Learning Models
    What is a Transformer Model?
    Demo: GANs – Deep Fake Video
    Demo- Creating & Training Deep Learning Model

  • Generative AI

    What is Generative AI ?
    Predictive AI vs Generative AI
    What is GPT ?
    GPT-3 vs GPT-4
    What is LLM ?

    What is Embedding?

    What is a Vector Database

    Relationship between Embedding vs Vector Database
    What is Prompt Engineering ?

  • AI Infrastructure

    What is a GPU ?
    Demo: CPU Vs GPU
    What is High Performance Compute
    What is RDMA Cluster Network

  • OpenAI

         What is OpenAI ?

         What is ChatGPT

         Demo on chatgpt

         Time to reach 100M users

         Get an understanding of Various ChatGPT Models

         GPT-3 vs GPT-4

         What are tokens ?

         Pricing Model for ChatGPT

         Demo: How to make API Calls with OPENAI APIs

         Demo: How to create Embeddings ?

         Demo: Image generation using DALLĀ·E in the API

         Demo: Convert Speech to Text

  • Azure OpenAI

        What is Azure OpenAI

        History behind Azure OpenAI

        Models available with Azure OpenAI (regions)

       Limits & Quotas

       How Pricing works in Azure OpenAI

       What is Azure OpenAI Studio ?

       Chats Playground

       Completions Playground

       Creating Images using DALL-E

  • Bring your own Data – RAG with Azure AI Search

          What is Azure AI Search

          How Vector Search Works with Azure AI Search

          Understanding the ACAS Data (Your Private Data)

          Pre-reqs for RAG with Azure AI Search         

          Create a Storage Account

          Create an Embedding Deployment

          Create a chats deployment

          Create Azure AI Search Resource

          Uploads Documents to Chats Deployment

          Perform Queries – Using your Own Data

  • Azure Open AI Fine Tuning

    What is Fine Tuning ?

    Understanding of Fine Tuning Regions & Models

    Use Cases of Fine Tuning

    Demo: Create Azure OpenAI Service in US East2

    Demo: Prepare & Upload data

    Demo: Create a Fine Tuning Job

    Demo: Evaluate Fine Tuning Model

    Demo: Deploy the Fine Tuned Model

    Demo: Query the Fine Tuned Model-Part1

    Demo: Query Fine Tuned Model – Part 2

  • Azure Open AI Content Filtering

          What is Content Filtering ?

          Categories Covered

          Jailbreak / Prompt Shield

          Demo: Impact of Content Filtering

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Includes

11 hours on-demand video
4 articles
Certificate of Completion