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 DALL·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