Intro to Machine Learning Flashcards

1
Q

research that focuses on making computers exhibit intelligent behaviour

A

artificial intelligence

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2
Q

rules are automatically inferred from data

A

Machine learning

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3
Q

Another word for Traditional AI

A

Symbolic AI

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4
Q

Another word for machine learning

A

Neural AI

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5
Q

In traditional AI, what is the input and output?

A

Input: Data, Rules
Output: Output

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6
Q

In Machine learning, what is the input and output?

A

Input: Data, output
Output: Rules

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7
Q

this model tries to predict a label or target

A

supervised learning

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8
Q

this model has no label and it’s goal is to simply find patterns from the data

A

unsupervised learning

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9
Q

the model learns by interacting with the environment and receives rewards or penalties for its actions

A

reinforcement learning

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10
Q

why machine learning is better than symbolic AI?

A

symbolic AI has lots of limitations when it comes with other task

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11
Q

this type of supervised learning predicts a numerical value

A

regression

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12
Q

this type of supervised learning predicts a categorical value

A

classification

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13
Q

it is a machine learning term that composes of a collection of data instances where the model will learn from

A

dataset

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14
Q

it is a machine learning term that is classified as a single object or row in the dataset

A

instance

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15
Q

it is a machine learning term where it shows that the target value is being predicted

A

Label

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16
Q

it is a machine learning term that shows the list of possible values for the label

A

classes

17
Q

it is a machine learning term where the shows the variables that will be considered when learning the rules or making a prediction

A

features

18
Q

what is the supervised machine learning task general format?

A

Predict the label of an instance give the features