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

What you'll learn
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

Requirements
No Programming experience needed

Description
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 AIThe Topics that will be covered are as follows:AI Concepts & WorkloadsWhat is AI ?Benefits of Artificial Intelligence (AI)Types of AI WorkloadsAI vs ML vs DLQuiz TimeAI Concepts QuizMachine Learning Machine Learning - Real World ExampleMachine Learning - Key TerminologiesWhat is Machine Learning ?Types of Machine LearningWhat is Supervised Machine Learning ?What is Classification in SML ?What is Regression in SML ?What is Unsupervised Machine Learning ?What is Re-inforcement Machine LearningWhat is a Jupyter NotebookDemo: Understanding the IRIS DatasetDemo: Creating & Training your ML ModelDeep Learning What is Deep Learning ?What is a Neural Network ?Deep Learning ModelsWhat is a Transformer Model?Demo: GANs - Deep Fake VideoDemo- Creating & Training Deep Learning ModelGenerative AIWhat is Generative AI ?Predictive AI vs Generative AIWhat is GPT ?GPT-3 vs GPT-4What is LLM ?What is Embedding?What is a Vector DatabaseRelationship between Embedding vs Vector DatabaseWhat is Prompt Engineering ?AI Infrastructure What is a GPU ?Demo: CPU Vs GPUWhat is High Performance ComputeWhat is RDMA Cluster NetworkOpenAI         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 TextAzure 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-EBring 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 DataAzure Open AI Fine Tuning What is Fine Tuning ?Understanding of Fine Tuning Regions & ModelsUse Cases of Fine TuningDemo: Create Azure OpenAI Service in US East2Demo: Prepare & Upload dataDemo: Create a Fine Tuning JobDemo: Evaluate Fine Tuning ModelDemo: Deploy the Fine Tuned ModelDemo: Query the Fine Tuned Model-Part1Demo: Query Fine Tuned Model - Part 2Azure Open AI Content Filtering          What is Content Filtering ?          Categories Covered          Jailbreak / Prompt Shield          Demo: Impact of Content Filtering

Who this course is for:
Beginners to Generative AI,Beginners to OpenAI / ChatGPT / Azure OpenAI