Hello and Welcome to AI-102

Udemy Video Player Tips

Exam Requirements for AI-102

Quick Demo Using Cognitive Services for Language (was Text Analytics) in .NET

Installing Python and Pycharm

Overview of Azure AI Services (formerly Cognitive Services)

Azure AI Vision Services (formerly Cognitive Services for Vision)

Azure AI Language Services (formerly Cognitive Services for Language)

Azure AI Speech Services (formerly Cognitive Services for Speech)

Azure AI Decision Services (formerly Cognitive Services for Decision)

Create a Computer Vision Service

Cognitive Services API Overview

Cognitive Service Endpoint and Keys

Create Alerts for Cognitive Services

Monitor Metrics for Cognitive Services

Configure Diagnostics for Cognitive Services

Create a Multi-Service Cognitive Services Resource

Manage Costs for Azure AI Services

Manage authentication (Role-Based Access Control)

Responsible AI Principles

Continuous integrationcontinuous deployment (CICD) pipeline

Determine a default endpoint for a service

Overview of Containerized Azure Cognitive Services

Create a solution that uses Personalizer

Anomaly Detector Demo Website

Create a solution that uses Anomaly Detector

Create a solution that uses Azure Content Moderator

Create a solution that uses Azure Immersive Reader

Create a solution that uses Azure Metrics Advisor

Azure Personalizer Demo

Overview of Computer Vision Services

Identify Tags in an Image

Retrieve Image Description

Identify Brands in Images

Moderate Adult Content

Generate Thumbnails

Identify Landmarks and Celebrities

Computer Vision Service using Visual Studio 2019 and C#

Computer Vision Text Detection - Handwritten and OCR

Computer Vision Form Detection

Handwriting OCR using Visual Studio 2019 and C#

Extract Facial Attributes

Detect and Match Faces in an Image

Recognize Faces in an Image

Face API using Visual Studio 2019 and C#

Create the Custom Vision Service in Azure

Train a Custom Vision Classification Model using Python SDK

Train a Custom Vision Classification Model in the Portal

Train a Custom Vision Object Detection Model in the Portal

Custom Vision Object Detection using Visual Studio 2019 and C#

Train a Custom Vision Object Detection Model in the SDK

Video Indexer In Action

Overview of the Video Indexer Service

Extract Key Phrases using Cognitive Services for Language (was Text Analytics)

Overview of Natural Language Processing Services

Extract Sentiment using Cognitive Services for Language (was Text Analytics)

Detect Language using Cognitive Services for Language (was Text Analytics)

Extract Entity Information using Cognitive Services for Language (was Text Analy

Language Services Entity Recognition using Visual Studio 2019 and C#

Implement Speech-to-Text Using the Speech Service

Implement Text-to-Speech Using the Speech Service

Azure Translator Services

Speech-to-Speech Audio Translation

Speech-to-Text Translation

Overview of LUIS

Using the LUIS Portal - LUIS.ai

Creating a LUIS App Using the Portal

Creating a LUIS App Using the SDK

Overview of Azure Cognitive Search

Implement a Cognitive Search solution

Create QnA Maker Resource

Edit Knowledgebase

Create QnA Maker Knowledgebase

Create Web Chat Bot for Qna Maker

Test Chat Bot

Publish QnA Bot to Channels

Overview of conversational AI solutions

Overview of the Bot Framework SDK

And our second Bot - WelcomeBot

Our first Framework Bot - EchoBot

Using Bot Dialogs

Bot Framework Adaptive Cards

Tracking Events with Application Insights

Integrating with Other Cognitive Services

Overview of Bot Composer

Test a Bot Composer Chat Bot

Add Additional Dialogs in Bot Composer

Test a Bot using Bot Emulator

Publish a Bot

Welcome to the new course!

Exam requirements

Computer vision solution

Speech solution

Natural language processing (NLP) solution

Document intelligence solution

Generative AI solution

Knowledge mining solution

Responsible AI principles

Create an Azure AI resource

Default endpoint for an Azure AI service

Azure AI Services container deployment

Azure AI Services Continuous integration and continuous delivery (CICD)

Configure diagnostic logging

Manage costs for Azure AI services

Monitor an Azure AI resource

Manage account keys

Manage private communications

Protect account keys by using Azure Key Vault

CODE SAMPLE Retrieve secret from Azure Key Vault

ASSIGNMENT Official MS Learn Labs

Text moderation with Azure AI Content Safety

Image moderation with Azure AI Content Safety

Azure AI Vision Services Overview

Select visual features to meet image processing requirements

Detect objects in images and generate image tags

AI Vision Services Pricing

Interpret image processing responses

Extract text from images using Azure AI Vision

Choose between image classification and object detection models

Label images

Train a custom image model

Create and label a test dataset in Azure ML

Publish a custom vision model

Evaluate custom vision model metrics

Consume a custom vision model

ASSIGNMENT Official MS Learn Labs

Use Azure AI Video Indexer to extract insights

Use Azure AI Vision Spatial Analysis to detect presence and movement

Extract entities

Extract key phrases

Determine sentiment of text

Detect the language used in text

Detect personally identifiable information (PII) in text

Implement speech-to-text

Implement text-to-speech

Speech Synthesis Markup Language (SSML)

Implement intent recognition

Implement keyword recognition

Translate text and documents by using the Azure AI Translator service

DEMO Create an AI Translator Resource

Implement custom translation

Translate speech-to-speech by using the Azure AI Speech service

DEMO Azure AI Language Studio for Translation

Translate speech-to-text by using the Azure AI Speech service

Translate to multiple languages simultaneously

Create entities

Create intents and add utterances

Use ChatGPT to Create Sample Utterances

Train and evaluate a conversation language understanding model

Deploy and test a conversation language understanding model

Backup and recover language understanding models

Overview of Custom Question Answering in Azure AI

Create a question answering project

Add question-and-answer pairs manually

Import sources

Train and test a knowledge base

Publish a knowledge base

Create a multi-turn conversation

Add alternate phrasing

Add chit-chat to a knowledge base

Export a knowledge base

Create a multi-language question answering solution

Overview of Azure AI Search

Provision an Azure AI Search resource

Create data sources

Azure AI Search Indexes

Define a skillset

Create an index

Implement custom skills

Create and run an indexer

Query an index, including syntax, sorting, filtering, and wildcards

Overview of AI Document Intelligence

Provision a Document Intelligence resource

Use prebuilt models to extract data from documents

Overview of Azure OpenAI Services

Provision an Azure OpenAI Service resource

Select and deploy an Azure OpenAI model

Submit prompts to generate code

Use the DALL-E model to generate images

Submit prompts to generate natural language

Thank You