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Machine Learning

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

By: Stefano Deriu
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Decks in this class (11)

Learning Model
Introduce the supervised learning...,
Discuss one approach to pursue th...,
Definition of pac learnability
7  cards
Uniform Convergence
Definition of representative sample,
Lemma 42,
Definition of uniform convergence...
5  cards
Bias Complexity Trade-off
No free lunch theorem nfl and pri...,
Prior knowledge,
Corollary 52
4  cards
VC-Dimension
Restrictions shattering vc dimension,
Fundamental theorems of statistic...
2  cards
Linear Models
Linear predictors models,
Linear regression,
Coefficient of determination
6  cards
Model Selection and Validation
Validation statement of bound on ...,
Validation for model selection,
Model selection curve train valid...
4  cards
Regularization and Feature Selection
Regularized loss minimization,
L1 regularization lasso,
Tikhonov regularization ridge reg...
7  cards
GD, SGD, and SVM
Gradient descent,
Stochastic gradient descent,
Hard svm optimization problem
8  cards
Kernels and SVM
Definition of kernel,
Kernel trick for svm
2  cards
Neural Networks and Deep Learning
Neuron activation function networ...,
General construction of nn for a ...,
Expressiveness of nns
7  cards
Clustering
Unsupervised learning introduction,
Clustering definition and difficu...,
Model for clustering
6  cards

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Machine Learning

  • Class purpose General learning

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