Machine learning

Thema UYQM

832 tuit · page 19/21
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
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
Multi Regression
Formal & Physical Sciences AI — Models & Research
EN

Multi Regression

Machine Learning Practice
12 min
★ ★ ★ ★ ☆ 4/5
Multi-Output RegressionMachine LearningLinear Regression
Limits of the Normal Equation
Formal & Physical Sciences AI — Models & Research
EN

Limits of the Normal Equation

Machine Learning Practice
19 min
★ ★ ★ ★ ☆ 4/5
Normal EquationGradient DescentMachine Learning
Example: Predicting Arm Motion
Formal & Physical Sciences AI — Models & Research
EN

Example: Predicting Arm Motion

Machine Learning Practice
15 min
★ ★ ★ ★ ☆ 4/5
Linear RegressionBrain-Machine InterfaceNeural Data
Sequential Drift Detection
Formal & Physical Sciences AI — Models & Research
EN

Sequential Drift Detection

Samuel Ackerman
34 min
★ ★ ★ ★ ☆ 4/5
Drift DetectionConcept DriftMachine Learning
Logistic Regression
Formal & Physical Sciences AI — Models & Research
EN

Logistic Regression

Machine Learning Practice
26 min
★ ★ ★ ★ ☆ 4/5
Logistic RegressionMachine LearningGradient Descent
Introduction to Classifiers
Formal & Physical Sciences AI — Models & Research
EN

Introduction to Classifiers

Machine Learning Practice
19 min
★ ★ ★ ★ ☆ 4/5
ClassifiersMachine LearningLinear Decision Boundary
Example: Computing Classifier Metrics
Formal & Physical Sciences AI — Models & Research
EN

Example: Computing Classifier Metrics

Machine Learning Practice
22 min
★ ★ ★ ★ ☆ 4/5
Machine LearningClassificationROC Curve
Cross Validation
Formal & Physical Sciences AI — Models & Research
EN

Cross Validation

Machine Learning Practice
15 min
★ ★ ★ ★ ☆ 4/5
Cross-ValidationMachine LearningModel Evaluation
Classifier Performance Measures
Formal & Physical Sciences AI — Models & Research
EN

Classifier Performance Measures

Machine Learning Practice
38 min
★ ★ ★ ★ ☆ 4/5
ClassificationPerformance MetricsROC Curve
Representing Data for Classifiers
Formal & Physical Sciences AI — Models & Research
EN

Representing Data for Classifiers

Machine Learning Practice
13 min
★ ★ ★ ★ ☆ 4/5
Data RepresentationMachine LearningPandas
Multi-class Classification
Formal & Physical Sciences AI — Models & Research
EN

Multi-class Classification

Machine Learning Practice
14 min
★ ★ ★ ★ ☆ 4/5
Multi-Class ClassificationOne-vs-OneOne-vs-All