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: Model Parameters and Prompt Engineering
AI-102 - Azure AI Engineer Associate: Retrieval Augmented Generation
AI-102 - Azure AI Engineer Associate: Fine-Tuning and Model Evaluation
AI-102 - Azure AI Engineer Associate: Tracing and Prompt Flows
AI-102 - Azure AI Engineer Associate: Introducing Azure AI Search
AI-102 - Azure AI Engineer Associate: Configuring and Using Azure AI Search
AI-102 - Azure AI Engineer Associate: Azure AI Content Understanding