Specific services Flashcards

1
Q

What are image layers called?

A

Channels - these are layers of pixels that represent colors

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2
Q

What are filters in image processing

A

These are process that modify the pixels in an image. These filters are one or more arrays called Filter Kernals

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3
Q

What is classification

A

a ML technique to predict which category or class something belongs too.

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4
Q

with a custom vision model what information is returned

A

Bounding box
Class Name
Probability score

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5
Q

What are the types of resources for image classfication

A

Custom vision - you create a model via training on your data.

azure ai service - a general resource that uses Azur AI custom vision and other ai services.

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6
Q

what is Precision

A

the percernt of class predictions made that were correct

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7
Q

what is recall

A

percent of class predictions did the model correctly identify

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8
Q

What is AP or Average Precision

A

Overall metric that takes both Precision and Recall

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9
Q

What are Natural Language tokens

A

words broken into chunks. Short words is one token but larger ones can take more

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10
Q

What is Azure AI Search

A

a PAAS platform that extract s from various structured, unstructured and non-structed data sources

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11
Q

what are AI search features

A

any source that you idenfity
full text and analytics
ai powered search
multi lingual
geo-enabled (for location)
configurable user experience (auto complete, autosuggust, pagination,highlighting)

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12
Q

what are search skills

A

A skillset defines the operations that extract and enrich data to make it searchable

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13
Q

What are some search Skills

A

Built in skills include: Key phrase, text translation, Image analysis and optical character

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14
Q

what is a search index

A

A contrainer of searchable documents - a json table with each row being a document, and each field fields in a doc

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15
Q

what is the index schema

A

the structure of the data in the documents

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16
Q

What is azure AI language service

A

Azure AI Services provides direct access to both Azure AI Translator and Azure AI Speech services through a single endpoint and authentication key

17
Q

What is Multiple linear regression

A

models a relationship between two or more features and a single label (2 drivers and 1 outcome)

18
Q

What is linear regression

A

Predict a single feature

19
Q

Logistic regression is

A

a type of classification model, which returns either a Boolean value or a categorical decision

20
Q

Hierarchical clustering

A

groups data points that have similar characteristics.

21
Q

What are embeddings

A

Embeddings is an Azure OpenAI model that converts text into numerical vectors for analysis. Embeddings can be used to search, classify, and compare sources of text for similarity.