Generative Ai:Beginner To Pro With Openai & Azure Openai

AI Basics, Gen-AI, OpenAI,ChatGPT, Azure AI Search,RAG, Fine Tuning,Assistants API, Code Interpreter, Function Calling

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
Assistants API - Code Interpreter (Python Code)
Assistants API - Function Calling

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 AICourse Description:Unlock the power of Artificial Intelligence with this comprehensive course designed to take you from foundational concepts to advanced applications. Whether you are a beginner or an experienced professional, this course will guide you through the intricacies of AI, Machine Learning, Deep Learning, and Generative AI. You’ll also gain hands-on experience with OpenAI, Azure OpenAI, and fine-tuning models. Perfect for developers, data scientists, and AI enthusiasts.What You Will Learn:1. AI Concepts & WorkloadsWhat is AI?Benefits of Artificial Intelligence (AI)Types of AI WorkloadsAI vs ML vs DLQuiz: AI Concepts2. Machine LearningReal-World Examples of Machine LearningKey Terminologies in Machine LearningWhat is Machine Learning?Types of Machine LearningSupervised Machine Learning: Classification and RegressionUnsupervised Machine LearningReinforcement LearningIntroduction to Jupyter NotebookDemos:Understanding the IRIS DatasetCreating & Training Your ML Model3. Deep LearningWhat is Deep Learning?Understanding Neural NetworksDeep Learning Models and Transformer ModelsDemos:GANs and Deep Fake Video CreationCreating & Training Deep Learning Models4. Generative AIWhat is Generative AI?Predictive AI vs Generative AIOverview of GPT, GPT-3, and GPT-4Large Language Models (LLM)Embeddings and Vector DatabasesIntroduction to Prompt Engineering5. AI InfrastructureUnderstanding GPUs vs CPUsWhat is High-Performance Computing?RDMA Cluster NetworksDemo: CPU vs GPU Performance6. OpenAIWhat is OpenAI?Understanding ChatGPTDemos:ChatGPT Overview and Reaching 100M UsersChatGPT Models: GPT-3 vs GPT-4Tokens and Pricing ModelsMaking API Calls with OpenAI APIsCreating EmbeddingsImage Generation using DALL·E APISpeech to Text Conversion7. Azure OpenAIOverview of Azure OpenAI and Its HistoryModels, Limits, and Quotas in Azure OpenAIPricing and the Azure OpenAI StudioPlaygrounds:Chat PlaygroundCompletions PlaygroundCreating Images using DALL-E8. Bring Your Own Data - RAG with Azure AI SearchWhat is Azure AI Search?How Vector Search Works with Azure AI SearchDemos:Pre-requisites for RAG with Azure AI SearchCreating a Storage Account and Embedding DeploymentSetting Up Azure AI Search ResourceUploading Documents and Performing Queries with Your Data9. Azure OpenAI Fine TuningWhat is Fine Tuning?Regions & Models for Fine TuningDemos:Creating Azure OpenAI ServicePreparing & Uploading DataCreating and Evaluating Fine Tuning JobsDeploying and Querying the Fine Tuned Model10. Azure OpenAI Content FilteringWhat is Content Filtering?Categories Covered and Prompt ShieldDemo: Impact of Content Filtering11. Azure OpenAI Identity & Access ManagementWhat is Azure RBAC Model ?RBAC for Azure OpenAIDemos: Perform Role Assignment based on Cognitive Roles12. Azure OpenAI Assistants APIWhat is Assistants API?Assistants API Components / Key TermsArchitectureDemo:Python Code for a Maths Tutor using Assistants APIWhat is a Code Interpreter ?Demo:Analysing the CodeMaking Code FixesWorking on Failed Banks and creating GraphsWhat is Function Calling ?Target Audience:Aspiring AI and ML practitionersData Scientists looking to enhance their skillsDevelopers interested in AI-driven applicationsProfessionals seeking knowledge in OpenAI and Azure AI tools

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