Microsoft Learn: Get started with AI on Azure

Azure Machine Learning designer

A graphical interface enabling no-code development of machine learning solutions

Inclusiveness

A predictive app provides audio output for visually impaired users. Which principle of Responsible AI is reflected here?

Data and compute management

Cloud-based data storage and compute resources that professional data scientists can use to run data experiment code at scale

Pipelines

Data scientists, software engineers, and IT operations professionals can define pipelines to orchestrate model training, deployment, and management tasks

Natural language processing

The capability for a computer to interpret written or spoken language, and respond in kind

Computer vision

The capability of software to interpret the world visually through cameras, video, and images

Anomaly detection

The capability to automatically detect errors or unusual activity in a system

Knowledge mining

The capability to extract information from large volumes of often unstructured data to create a searchable knowledge store

Automated machine learning

This feature enables non-experts to quickly create an effective machine learning model from data

Machine learning

This is often the foundation for an AI system, and is the way we "teach" a computer model to make predictions and draw conclusions from data

Computer Vision

You are designing an AI application that uses images to detect cracks in car windshields and warn drivers when a windshield should be repaired or replaced. What AI workload is described?

Azure Machine Learning

You want to create a model to predict sales of ice cream based on historic data that includes daily ice cream sales totals and weather measurements. Which Azure service should you use?

Azure Machine Learning service

a cloud-based platform for creating, managing, and publishing machine learning models

Azure Cognitive Search

a private, enterprise, search solution that has tools for building indexes; indexes can then be used for internal only use, or to enable searchable content on public facing internet assets; can utilize the built-in AI capabilities of Azure AI services such as image processing, content extraction, and natural language processing to perform knowledge mining of documents

Face detection, analysis, and recognition

a specialized form of object detection that locates human faces in an image; can be combined with classification and facial geometry analysis techniques to recognize individuals based on their facial features

Optical character recognition (OCR)

a technique used to detect and read text in images

Azure AI Language

access features for understanding and analyzing text, training language models that can understand spoken or text-based commands, and building intelligent applications

Semantic segmentation

an advanced machine learning technique in which individual pixels in the image are classified according to the object to which they belong

Azure AI Vision

analyze images and video, and extract descriptions, tags, objects, and text

Image analysis

create solutions that combine machine learning models with advanced image analysis techniques to extract information from images, including "tags" that could help catalog the image or even descriptive captions that summarize the scene shown in the image

Azure AI Face

enables you to build face detection and facial recognition solutions

Azure AI Document Intelligence

extract information from scanned forms and documents

Image classification

involves training a machine learning model to classify images based on their contents

Object detection

models are trained to classify individual objects within an image, and identify their location with a bounding box

Azure AI Bot Service

provides a platform for conversational AI, the capability of a software "agent" to participate in a conversation; Developers can use the Bot Framework to create a bot and manage it with this - integrating back-end services like Language, and connecting to channels for web chat, email, Microsoft Teams, and others

Azure AI Speech

recognize and synthesize speech, and to translate spoken languages

Natural language processing (NLP)

the area of AI that deals with creating software that understands written and spoken language

Azure AI Custom Vision

train custom image classification and object detection models using your own images

Azure AI Translator

translate text between more than 60 languages