Azure AI Engineer Associate Certification (AI-102) – Full Course to PASS the Exam

Curriculum for the course Azure AI Engineer Associate Certification (AI-102) – Full Course to PASS the Exam

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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