This class was created by Brainscape user Stefano Ivancich. Visit their profile to learn more about the creator.
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Stefano Ivancich
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Decks in this class (11)
Formal Model
What are the 6 key point of the f...,
Define the training error and the...,
Erm with inductive bias and finit...
11
cards
Uniform Convergence
What uniform convergence tell us,
What is an e representative train...,
When erm return a good hypothesis...
6
cards
Bias Complexity
What the no free lunch theorem st...,
When h is not pac learnable how t...,
How we decompose the error what i...
3
cards
VC-Dimension
What is the goal of vc dimension ...,
How to show that vcdim h d what a...,
What the fundamental theorems of ...
4
cards
Linear Models
Definition of linear affine funct...,
Linear regression,
Logistic regression what is for w...
4
cards
Model selection and validation
What is model selection what are ...,
What is validation what if the va...,
How can we estimate the true risk...
5
cards
Regularization
What is a stable algorithm what i...,
What is thikonov regularization f...,
Fitting stability tradeoff how to...
4
cards
Feature Selection
What is feature selection why we ...,
How subset selection works algori...,
How forward selection works algor...
4
cards
SVM
When a training set is linearly s...,
What is hard svm equivalent formu...,
How soft svm works optimization p...
7
cards
Neural Network
What is a neuron what is an activ...,
What type of functions can be imp...,
Matrix notation forward propagati...
12
cards
Clustering
What is clustering definition wha...,
Cost minimization clustering what...,
What is a brute force algorithm t...
4
cards
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