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Anomaly detection

A ML based technique that analyse data over time and identifies unusual changes.

Azure ML designer

A graphical interface enabling no-code development of ML solutions

Computer vision: Semantic segmentation

Advanced ML technique where individual pixels in the image are classified according to the object to which they belong.

Computer vision: Image analysis

Can create solutions that combine ML models with advanced image analysis techniques to extract info from images, including tags. Can help catalogue the image.

Computer vision

Can use this service to analyse images, and video, and extract descriptions, tags, objects, and text

AI: Natural programming language

Capability for a computer to interpret written/ spoken language and respond in kind

AI: Computer vision

Capability of software to interpret the world visually through cameras, videos, and images

AI: Knowledge mining

Capability to extract info from large volumes of often unstructured data to create a searchable knowledge store.

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, IT professionals can define pipelines to orchestrate model training, deployment, and management tasks

Automated ML

Enabled non-experts to quickly create an effective ML model from data

Computer vision: Face

Enabled you to build face detection and facial solutions

What are the key workloads of AI?

ML Anomaly detection Computer vision Natural programming language Knowledge mining

Computer vision: Face detection, analysis and recognition

Specialised form of object detection that locates human face. Can be combined with classification and facial geometry to recognise individuals based on facial features.

Computer vision: OCR (optical character recognition)

Technique used to detect and read text in images.

AI: Anomaly detection

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

AI

The creation of software that imitates human behaviours and capabilities

AI: ML

The way we 'teach' a computer model to make prediction and draw conclusions from the data

Computer vision: Object detection

Trained to classify individual objects within an image, and identify their location with a bounding box.

Computer vision: Image classification

Training a ML model to classify imaged based on their contexts.

Computer vision: Custom vision

Use this service to train custom image classification and object detection models using your own images.

Computer vision: Form recogniser

Use this to extract info from scanned forms and invoices


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