AI — Models & Research

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Locally Linear Embedding
Formal & Physical Sciences AI — Models & Research
EN

Locally Linear Embedding

Machine Learning Practice
21 min
★ ★ ★ ★ ☆ 4/5
Locally Linear EmbeddingDimensionality ReductionManifold Learning
Introduction to Dimensionality Reduction
Formal & Physical Sciences AI — Models & Research
EN

Introduction to Dimensionality Reduction

Machine Learning Practice
11 min
★ ★ ★ ★ ☆ 4/5
Dimensionality ReductionMachine LearningUnsupervised Learning
Regression Trees
Formal & Physical Sciences AI — Models & Research
EN

Regression Trees

Machine Learning Practice
27 min
★ ★ ★ ★ ☆ 4/5
Regression TreesDecision TreesMachine Learning
Random Forests
Formal & Physical Sciences AI — Models & Research
EN

Random Forests

Machine Learning Practice
10 min
★ ★ ★ ★ ☆ 4/5
Random ForestsEnsemble LearningDecision Trees
Probability Tree Learning
Formal & Physical Sciences AI — Models & Research
EN

Probability Tree Learning

Machine Learning Practice
29 min
★ ★ ★ ★ ☆ 4/5
Decision TreesEntropyGini Impurity
Introduction to Decision Trees
Formal & Physical Sciences AI — Models & Research
EN

Introduction to Decision Trees

Machine Learning Practice
31 min
★ ★ ★ ★ ☆ 4/5
Decision TreesMachine LearningClassification
Gradient Boosting
Formal & Physical Sciences AI — Models & Research
EN

Gradient Boosting

Machine Learning Practice
19 min
★ ★ ★ ★ ☆ 4/5
Gradient BoostingMachine LearningRegression
Feature Importance
Formal & Physical Sciences AI — Models & Research
EN

Feature Importance

Machine Learning Practice
16 min
★ ★ ★ ★ ☆ 4/5
Feature ImportanceRandom ForestMachine Learning
Example: Regression Trees
Applied Sciences & Engineering AI — Models & Research
EN

Example: Regression Trees

Machine Learning Practice
15 min
★ ★ ★ ★ ☆ 4/5
Regression TreesScikit-LearnMachine Learning
Example: Probability Tree Learning
Formal & Physical Sciences AI — Models & Research
EN

Example: Probability Tree Learning

Machine Learning Practice
39 min
★ ★ ★ ★ ☆ 4/5
Decision TreesScikit-LearnMachine Learning
Example: Implementing a Voting Classifier
Formal & Physical Sciences AI — Models & Research
EN

Example: Implementing a Voting Classifier

Machine Learning Practice
22 min
★ ★ ★ ★ ☆ 4/5
Ensemble MethodsVoting ClassifierScikit-Learn
Example: Gradient Boosting
Formal & Physical Sciences AI — Models & Research
EN

Example: Gradient Boosting

Machine Learning Practice
18 min
★ ★ ★ ★ ☆ 4/5
Gradient BoostingScikit-LearnMachine Learning
Decision Trees: Random Subspaces
Formal & Physical Sciences AI — Models & Research
EN

Decision Trees: Random Subspaces

Machine Learning Practice
18 min
★ ★ ★ ★ ☆ 4/5
Decision TreesRandom SubspaceEnsemble Learning
Decision Tree Learning
Formal & Physical Sciences AI — Models & Research
EN

Decision Tree Learning

Machine Learning Practice
22 min
★ ★ ★ ★ ☆ 4/5
Decision TreesMachine LearningSupervised Learning
Boosting
Formal & Physical Sciences AI — Models & Research
EN

Boosting

Machine Learning Practice
29 min
★ ★ ★ ★ ☆ 4/5
BoostingAdaBoostEnsemble Learning
Soft Boundary Classification
Formal & Physical Sciences AI — Models & Research
EN

Soft Boundary Classification

Machine Learning Practice
14 min
★ ★ ★ ★ ☆ 4/5
Support Vector MachineSoft MarginMachine Learning
Logistic Regression Revisited
Formal & Physical Sciences AI — Models & Research
EN

Logistic Regression Revisited

Machine Learning Practice
17 min
★ ★ ★ ★ ☆ 4/5
Logistic RegressionMachine LearningCost Function
Log Likelihood For Classifiers
Formal & Physical Sciences AI — Models & Research
EN

Log Likelihood For Classifiers

Machine Learning Practice
11 min
★ ★ ★ ★ ☆ 4/5
Log-LikelihoodClassifierCost Function
Introduction to Support Vector Machines
Formal & Physical Sciences AI — Models & Research
EN

Introduction to Support Vector Machines

Machine Learning Practice
21 min
★ ★ ★ ★ ☆ 4/5
Support Vector MachinesMachine LearningClassification
Example: Support Vector Regression
Formal & Physical Sciences AI — Models & Research
EN

Example: Support Vector Regression

Machine Learning Practice
15 min
★ ★ ★ ★ ☆ 4/5
Support Vector RegressionScikit-LearnMachine Learning
The Overfitting Problem
Formal & Physical Sciences AI — Models & Research
EN

The Overfitting Problem

Machine Learning Practice
17 min
★ ★ ★ ★ ☆ 4/5
OverfittingMachine LearningLinear Regression
Regularization
Formal & Physical Sciences AI — Models & Research
EN

Regularization

Machine Learning Practice
14 min
★ ★ ★ ★ ☆ 4/5
RegularizationRidge RegressionLasso
Hyper Parameter Selection
Formal & Physical Sciences AI — Models & Research
EN

Hyper Parameter Selection

Machine Learning Practice
19 min
★ ★ ★ ★ ☆ 4/5
Hyperparameter TuningGrid SearchCross-Validation
Holistic Approach to Cross Validation
Formal & Physical Sciences AI — Models & Research
EN

Holistic Approach to Cross Validation

Machine Learning Practice
28 min
★ ★ ★ ★ ☆ 4/5
Cross-ValidationModel SelectionHyperparameter Tuning
Example: Regularization
Formal & Physical Sciences AI — Models & Research
EN

Example: Regularization

Machine Learning Practice
19 min
★ ★ ★ ★ ☆ 4/5
RegularizationRidge RegressionLasso
Example: Grid Search
Applied Sciences & Engineering AI — Models & Research
EN

Example: Grid Search

Machine Learning Practice
40 min
★ ★ ★ ★ ☆ 4/5
Scikit-LearnGrid SearchHyperparameter Tuning
Comparing Model Types
Formal & Physical Sciences AI — Models & Research
EN

Comparing Model Types

Machine Learning Practice
23 min
★ ★ ★ ★ ☆ 4/5
Model ComparisonCross-ValidationHypothesis Testing
Convolution
Formal & Physical Sciences AI — Models & Research
EN

Convolution

Machine Learning Practice
41 min
★ ★ ★ ☆ ☆ 3/5
ConvolutionSignal ProcessingPython
Utility and Limits of Linear Regression
Formal & Physical Sciences AI — Models & Research
EN

Utility and Limits of Linear Regression

Machine Learning Practice
13 min
★ ★ ★ ★ ☆ 4/5
Linear RegressionMachine LearningFeature Engineering
Regression
Formal & Physical Sciences AI — Models & Research
EN

Regression

Machine Learning Practice
36 min
★ ★ ★ ★ ☆ 4/5
RegressionLinear ModelMachine Learning