CertKit content

E-learning courses

AI-102 - Azure AI Engineer Associate: Introducing Azure AI Services

Course: 36 Minutes

• Course Overview
• The AI-102 Certification
• Azure AI Services
• Capabilities of Azure AI Services
• AI-102 Exam Details and Preparation
• Course Summary

AI-102 - Azure AI Engineer Associate: Azure AI Engineer Associate: Azure AI Foundry and Language Studio

Course: 1 Hour, 31 Minutes

• Course Overview
• Natural Language Processing (NLP) in Azure
• Azure Language Studio
• Azure AI Foundry
• Azure AI Foundry Connected Resources
• Creating a Hub in Azure AI Foundry
• Differentiating Endpoints in an AI Project
• Exploring Connected Resources in the AI Foundry Management Center
• Using a Language Model in AI Foundry Playgrounds
• Provisioning a Language Resource Instance from the Azure Portal
• Using a Language Resource in Azure Language Studio
• Connecting a Language Resource in AI Foundr
• Course Summary

AI-102 - Azure AI Engineer Associate: Azure AI Engineer Associate: Language Tasks Using REST APIs and Client SDKs

Course: 1 Hour, 45 Minutes

• Course Overview
• Programmatic Access with REST APIs
• Programmatic Access with Client SDKs
• Prebuilt and Custom Language Capabilities in Azure
• Prebuilt Capabilities in the Language Service
• Connecting to Language and AI Service Resource Objects Using Python
• Performing Key Phrase Extraction Using the Language Playground
• Performing Key Phrase Extraction Using the Client SDK API and Python
• Performing Key Phrase Extraction Using the REST API and Python
• Implementing Named Entity Recognition (NER) Asynchronously
• Using REST APIs and the Language Playground for Named Entity Recognition (NER)
• Conducting PII Detection in Text from the Language Playground
• Performing Sentiment Analysis and Opinion Mining Using the Language Playground
• Performing Sentiment Analysis and Opinion Mining Using Python
• Custom Text Classification
• Custom Named Entity Recognition (NER)
• Course Summary

AI-102 - Azure AI Engineer Associate: Azure AI Engineer Associate: Conversational Language & Custom Question Answering

Course: 1 Hour, 38 Minutes

• Course Overview
• Conversational Language Understanding (CLU)
• Adding Intents in a Conversational Language Understanding Project
• Adding Entities in a Conversational Language Understanding Project
• Training Data for a Conversational Language Understanding Model
• Training, Deploying, and Consuming a Conversational Language Understanding Model
• Custom Question Answering and Chitchat
• QnA Pairs and the Knowledge Base
• Multiple Language Support in Custom Question Answering
• Using the QuestionAnsweringClient Python class
• Configuring a Custom Question Answering Project in Language Studio
• Deploying and testing a Custom Question Answering Project
• Adding Chitchat and Custom QnA Pairs for Custom Question Answering
• Orchestration Workflows with the Language Service
• Course Summary

AI-102 - Azure AI Engineer Associate: Azure AI Engineer Associate: Translation & Speech Tasks

Course: 1 Hour, 26 Minutes

• Course Overview
• Features of the Translator Service
• The Custom Translator
• Creating a Translator Resource
• Using the Python SDK for Translation, Transliteration, and Dictionary Lookup
• Using the REST API for Translation, Transliteration, and Profanity Filtering
• Prebuilt Features of the Speech Service
• Custom Speech Models
• Implementing Text-to-Speech Using Azure AI Foundry and the Python SDK
• Configuring Generated Speech Using SSML
• Implementing Speech-to-Text Using the Python SDK
• Course Summary

AI-102 - Azure AI Engineer Associate: Image Analysis in the Azure AI Vision Service

Course: 1 Hour, 43 Minutes

• Course Overview
• Computer Vision
• Azure AI Vision and the Image Analysis Service
• Vision-Based Services
• Azure AI Vision and Azure AI Foundry
• The Image Analysis Service
• Text Extraction with OCR in Vision Studio
• Text Extraction with OCR Using the Client SDK and REST APIs
• People Detection with the Client SDK and REST APIs
• Caption Generation with Vision Studio and Python
• Dense Caption Generation
• Object Detection in Images
• Tag Extraction for Images
• Image Thumbnail Generation with Smart Cropping
• Capabilities of the Image Analysis v3.2 API
• Using the Image Analysis v3.2 API
• Course Summary

AI-102 - Azure AI Engineer Associate: Video Indexer and Custom Vision

Course: 55 Minutes

• Course Overview
• Azure AI Vision Spatial Analysis
• Azure AI Video Indexer
• Using Azure AI Video Indexer
• Azure AI Custom Vision
• Custom Vision Model Training
• Image Classification Model Training
• Course Summary

AI-102 - Azure AI Engineer Associate: Azure OpenAI and AI Foundry

Course: 53 Minutes

• Course Overview
• Azure OpenAI
• Azure AI Foundry
• Azure AI Foundry Project Types
• Foundry vs. Hub Projects
• Working with Azure AI Foundry
• Azure AI Foundry Models
• Azure AI Foundry Playgrounds and Connected Resources
• Course Summary

AI-102 - Azure AI Engineer Associate: Projects, Playgrounds, and Models

Course: 1 Hour, 24 Minutes

• Course Overview
• Azure AI Foundry Setup
• Model Deployment and Playgrounds
• Creating and Using a Foundry Project
• Azure OpenAI Model Experimentation
• Utilizing the OpenAI Chat SDK
• The OpenAI Assistants SDK
• Working with the Assistants and Chat SDKs
• Azure OpenAI Model Types
• Creating and Using a Hub-Based Project
• Image Generation Models
• Course Summary

AI-102 - Azure AI Engineer Associate: Introducing Azure AI Search

Course: 1 Hour, 2 Minutes

• Course Overview
• Full-Text Search and the Inverted Index
• Two Types of Search
• Knowledge Mining in Azure
• Introducing Azure AI Search
• Components of Azure AI Search
• Search Index Schema and Field Attributes
• Data Sources and the Indexer
• Field Attributes
• Course Summary

AI-102 - Azure AI Engineer Associate: Configuring and Using Azure AI Search

Course: 1 Hour, 31 Minutes

• Course Overview
• Creating an Azure AI Search Index
• Querying an Azure AI Search Index
• Creating an AI Search Service
• Indexing and Querying Data
• BM25 and Semantic Reranking for Full-Text Search
• Vector Search and Hybrid Search
• Geospatial Search, Document Lookup, and Autocomplete
• Creating and Querying a Vector Index
• Inspecting and Using Index, Indexer, and Skillset
• Search Units, Replicas, and Partitions
• Azure AI Search Tiers
• Course Summary

AI-102 - Azure AI Engineer Associate: Azure AI Content Understanding

Course: 1 Hour, 10 Minutes

• Course Overview
• Azure AI Content Understanding
• Analyzers in Azure AI Content Understanding
• Content and Field Extraction in Azure AI Content Understanding
• Modalities in Azure AI Content Understanding
• Classifiers in Azure AI Content Understanding
• Documents Analysis with Content Understanding
• Content Understanding Analyzer
• Configuring a Content Understanding Task
• Using a Content Understanding Analyzer
• Content Understanding with Multimodal Data
• Course Summary

AI-102 - Azure AI Engineer Associate: Azure AI Document Intelligence

Course: 1 Hour, 25 Minutes

• Course Overview
• Azure AI Document Intelligence
• Document Intelligence Prebuilt Models
• Document Intelligence Add-On Capabilities
• Extracting Data with Prebuilt Models
• Layout, Invoice and Identity Document Models
• Custom Models
• Custom Classification Models and Composed Models
• Exploring Document Intelligence Studio
• Implementing Custom Classification Models Using Document Intelligence Studio
• Custom Extraction Model Training
• Composed Model Creation
• Course Summary

AI-102 - Azure AI Engineer Associate: AI Enrichments, Knowledge Stores, and Apache Lucene

Course: 1 Hour, 41 Minutes

• Course Overview
• AI Enrichments in Azure AI Search
• Skillsets
• Built-In Skills
• Custom Skills
• Skillset Specification in JSON
• Text-Based Enrichments
• Image-Based Enrichments
• Knowledge Stores in Azure AI Search
• Types of Knowledge Store Projections
• Projection to Knowledge Store
• Use of Knowledge Store Projections
• Lucene Query Syntax
• Search Index Queries
• Boosting, Proximity Search, Fuzzy Search, and Facets
• Course Summary

AI-102 - Azure AI Engineer Associate: Using the Azure AI Foundry Agent Service

Course: 1 Hour, 14 Minutes

• Course Overview
• Agents in AI
• Azure AI Agent Service
• Components of an AI Agent
• Build an Agent
• Use an Agent
• Key Features of the Agent Service
• Multi-Agent Workflows
• Semantic Kernel vs. AutoGen
• Create an Agent in the Agents Playground
• Ground and Use a Simple News Agent
• Course Summary

AI-102 - Azure AI Engineer Associate: Securing and Monitoring Azure AI Services

Course: 1 Hour, 50 Minutes

• Course Overview
• Plan and Manage an Azure AI Solution
• API Keys, Access Tokens, and Azure Key Vault
• Creating and Using an Azure Key Vault
• Configuring Security for Azure AI Services
• Microsoft Entra ID Authentication
• Private Endpoints for Azure AI Services
• Configuring Private Endpoints on AI Resources
• Exploring Access Using Private Endpoints
• Monitor Azure AI Services
• View Metrics for Azure AI Foundry Resource
• Configure and Trigger Alerts
• Configure and Use Diagnostic Logging
• Edge Deployments and Containers
• Exploring Containerization of AI Models
• Course Summary

AI-102 - Azure AI Engineer Associate: Implementing AI Solutions Responsibly

Course: 56 Minutes

• Course Overview
• Azure AI Content Safety
• Content Safety Moderation APIs
• Content Moderation with the Content Safety SDK
• Text Content Moderation in Azure AI Foundry
• Image Content Moderation in Azure AI Foundry
• Prompt Shields for Jailbreak Protection
• Groundedness Detection and Protected Material Detection
• Course Summary