Prepare for the Azure AI Engineer Associate Certification and pass! Learn to design and implement an Azure AI solution using Azure AI services, Azure AI Search, and Azure Open AI.
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✏️ Course developed by Andrew Brown of ExamPro. @ExamProChannel
Introduction
00:01:17 Introduction
00:08:35 Exam Guide Breakdown
Setup
00:18:41 Setup Dev Env
01:06:13 Setup OpenAI Studio and AI Studio
Gen AI Primer
01:13:35 AI vs GenAI
01:17:34 What is a Foundational Model
01:18:52 What is a Large Language Model
01:20:36 Transformer Architecture
01:23:37 Tokenization
01:25:36 Tokens and Capacity
01:27:59 Embeddings
01:31:06 Positional Encoding
01:32:32 Attention
ML and AI Concepts
01:35:42 Supervised and Unsupervised Reinforcement
01:37:08 Neural Networks and Deep Learning
01:39:24 GPU
01:40:20 CUDA
01:41:28 Juypter Notebooks
Responsible AI
01:42:43 Responsible AI
01:43:36 Fairness
01:44:35 Reliability and safety
01:45:27 Privacy and security
01:46:12 Inclusiveness
01:46:51 Transparency
01:47:27 Accountability
01:48:12 Guidelines for Human AI Interaction
01:48:31 Guidelines for Human AI Interaction Follow Along
02:00:00 Responsible AI Standard V2
02:00:51 Responsible AI Standard V2
02:02:21 RAI Transparency Report
Azure AI Services
02:03:07 Azure AI Services
02:04:45 Azure AI Services Containers
02:07:44 Azure AI Services Diagnostic Logging
02:10:58 Setup Azure AI Services API
02:20:25 Azure AI Services Containers
02:43:35 Azure AI Services Diagnostic Logging
02:55:06 Azure AI Services vs Azure AI Studio
02:58:24 Azure OpenAI Service
03:00:25 Azure OpenAI Studio
03:01:58 Azure OpenAI Service Models
03:10:52 Azure OpenAI Service Deployment Types
03:13:50 Basic Prompt Engineering and API
03:56:58 Deploy a Third Party Model
04:02:21 Deploy LLM to Web App
04:15:57 Completion Model Temperature and Top P
04:30:03 Prompt Flow Basics
05:01:16 Prompt Flow Programmatic
06:22:54 Prompt Flow Evals
06:56:00 Fine Tunning LLMs
07:04:28 Fine Tune Babbage
07:31:02 Dalle
Azure AI Search
07:47:06 What is RAG
07:54:13 What is Document Cracking
07:59:06 What is HNSW
08:01:36 What is Semantic Ranking
08:05:22 Azure AI Search
08:10:17 Azure AI Search
09:05:16 RAG with Azure AI Search
Text Analytics
09:53:18 Natural Language Processing
09:55:55 Text Analytics Text Extract Sentiment Analysis PII
10:31:38 Text Analytics Extraction
Computer Vision
10:46:19 Computer Vision
10:49:01 Computer Vision
10:52:43 Azure AI Vision Studio
10:53:40 Azure AI Vision Tour
10:59:05 Image Analysis SDK
11:01:21 OCR Computer Vision
11:02:41 OCR
Custom Vision
11:07:34 Introduction to Custom Vision
11:08:18 Project Types and Domains
11:11:14 Custom Vision Features
11:13:52 Custom Vision Classification
11:20:30 Custom Vision Object Detection
Document Intelligence
11:26:26 Azure AI Document Intelligence
11:27:21 Document Intelligence Studio
11:32:33 Document Intelligence Studio Custom Model
11:43:04 Form Recognizer
Speech API
11:51:24 Speech API
AI Video Indexer
12:24:29 AI Video Indexer
Content Safety
12:37:48 Azure AI Content Safety API
12:38:38 Azure AI Content Safety Studio
12:42:07 Content Safety
Langauge Undersatnd and QnA
13:03:17 Language Understanding and Qna Moved
13:08:57 LUIS
13:11:22 QnA Maker
13:15:43 QnAMaker
13:34:17 LUIS
Face Service
13:40:02 Face Service
13:41:50 Face Service
Cleanup
13:45:02 Cleanup
