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Learning Algorithms

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

By: Mahsa Zamanifard
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Decks in this class (13)

Chapter 4 Parametric and Nonparametric Machine Learning Algorithms
What are parametric learning algo...,
What are the 2 steps of a paramet...,
Parametric machine learning algor...
6  cards
Chapter 5 Supervised, Unsupervised and Semi-Supervised Learning
What is the goal of unsupervised ...,
What are the 2 groups of unsuperv...,
What are some popular unsupervise...
4  cards
Chapter 6 The Bias-Variance Trade-Off
How can we break down the predict...,
What do low bias and high bias me...,
What do low variance and high var...
3  cards
Chapter 7 Overfitting and Underfitting: The cause of poor performance
How to understand the fit of a mo...
1  cards
Chapter 9 Gradient Descent For Machine Learning
How does plotting cost vs time he...,
How many passes are needed for st...,
Is linear regression sensitive to...
3  cards
Chapter 10 Linear Regression
What are the assumptions of linea...
1  cards
Chapter 13 Logistic Regression
What are the assumptions of logis...,
It is possible for the expected l...,
What are two reasons of failure i...
3  cards
Chapter 15 Linear Discriminant Analysis
When do we use lda p71,
What are the limitations of logis...,
What are the assumptions of lda p72
9  cards
Chapter 17 Classification and Regression Trees
What is the use of alpha hyper pa...,
What sort of data preparation do ...
2  cards
Chapter 19 Naive Bayes
What are the assumptions of naive...,
What is the purpose of developing...,
How can we prepare data for naive...
5  cards
Chapter 22 k-Nearest Neighbors
Does knn model learn from the dat...,
How does knn predict p108,
How does knn determine the most s...
8  cards
Chapter 28 Bagging and Random Forest
What is the bootstrap method p136,
What is bagging p137,
What are the steps of bagging p137
10  cards
Chapter 30 Boosting and AdaBoost
How does boosting ensemble work p146,
What is adaboost best used for p146,
How deep are the decision trees u...
7  cards

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Learning Algorithms

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