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.
Course page: https://www.exampro.co/ai-102
✏️ 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
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