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ML

This class was created by Brainscape user Alessandro Viespoli. Visit their profile to learn more about the creator.

By: Alessandro Viespoli
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Decks in this class (11)

Learning Model
What are the 6 key point of the f...,
What is the loss function,
Define the training error and the...
14  cards
Linear Models
Definition of linear affine funct...,
Definition of halfspace when it i...,
When data are linearly separable
21  cards
Uniform Convergence
What is an e representative train...,
When do we have uniform convergence,
When do we have uniform convergence
6  cards
Bias-Complexity tradeoff
What the no free lunch theorem st...,
When h is not pac learnable how d...,
What is the bias complexity tradeoff
3  cards
Model selection and validation
What is model selection,
What is validation describe the v...,
How does validation for model sel...
8  cards
Regularization
What is rml what it does,
Describe the l1 regularization fu...,
What is thikonov regularization f...
4  cards
Feature selection
What is feature selection why we ...,
Write down the optimization probl...,
How subset selection works algori...
5  cards
SVM
What is a margin what are the sup...,
Describe generally the equivalent...,
When soft svm are used describe t...
12  cards
Neural Networks
What is a neuron what is an activ...,
Describe a neural network type of...,
What is the architecture of a nn ...
8  cards
VC-dimension
Define the restriction of h to c,
What is a shattering,
Define what is the vc dimension w...
5  cards
Clustering
What is the difference beetween u...,
What is clustering what are the m...,
Formulate the clustering problem ...
12  cards

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ML

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