Embark on a comprehensive 13-hour course designed to prepare you for the Azure AI Engineer Associate Certification (AI-102) exam. Master the intricacies of designing and implementing Azure AI solutions using Azure AI services, Azure AI Search, and Azure OpenAI. Dive deep into essential concepts such as generative AI, foundational models, large language models, and transformer architecture. Explore crucial topics including responsible AI, Azure AI Services, prompt engineering, fine-tuning LLMs, and RAG (Retrieval-Augmented Generation). Gain hands-on experience with Azure AI Search, text analytics, computer vision, custom vision, document intelligence, speech API, and content safety. Learn to work with language understanding, QnA services, and face recognition. By the end of this extensive course, you'll be well-equipped with the knowledge and skills necessary to confidently tackle the AI-102 certification exam and excel as an Azure AI Engineer.
Overview
Syllabus
Introduction
Exam Guide Breakdown
Setup Dev Env
Setup OpenAI Studio and AI Studio
AI vs GenAI
What is a Foundational Model
What is a Large Language Model
Transformer Architecture
Tokenization
Tokens and Capacity
Embeddings
Positional Encoding
Attention
Supervised and Unsupervised Reinforcement
Neural Networks and Deep Learning
GPU
CUDA
Juypter Notebooks
Responsible AI
Fairness
Reliability and safety
Privacy and security
Inclusiveness
Transparency
Accountability
Guidelines for Human AI Interaction
Guidelines for Human AI Interaction Follow Along
Responsible AI Standard V2
Responsible AI Standard V2
RAI Transparency Report
Azure AI Services
Azure AI Services Containers
Azure AI Services Diagnostic Logging
Setup Azure AI Services API
Azure AI Services Containers
Azure AI Services Diagnostic Logging
Azure AI Services vs Azure AI Studio
Azure OpenAI Service
Azure OpenAI Studio
Azure OpenAI Service Models
Azure OpenAI Service Deployment Types
Basic Prompt Engineering and API
Deploy a Third Party Model
Deploy LLM to Web App
Completion Model Temperature and Top P
Prompt Flow Basics
Prompt Flow Programmatic
Prompt Flow Evals
Fine Tunning LLMs
Fine Tune Babbage
Dalle
What is RAG
What is Document Cracking
What is HNSW
What is Semantic Ranking
Azure AI Search
Azure AI Search
RAG with Azure AI Search
Natural Language Processing
Text Analytics Text Extract Sentiment Analysis PII
Text Analytics Extraction
Computer Vision
Computer Vision
Azure AI Vision Studio
Azure AI Vision Tour
Image Analysis SDK
OCR Computer Vision
OCR
Introduction to Custom Vision
Project Types and Domains
Custom Vision Features
Custom Vision Classification
Custom Vision Object Detection
Azure AI Document Intelligence
Document Intelligence Studio
Document Intelligence Studio Custom Model
Form Recognizer
Speech API
AI Video Indexer
Azure AI Content Safety API
Azure AI Content Safety Studio
Content Safety
Language Understanding and Qna Moved
LUIS
QnA Maker
QnAMaker
LUIS
Face Service
Face Service
Cleanup
Taught by
freeCodeCamp.org
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