Machine learning

Thema UYQM

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6.8210 Spring 2023 Lecture 3 Part 2
Formal & Physical Sciences AI — Models & Research
EN

6.8210 Spring 2023 Lecture 3 Part 2

MIT OpenCourseWare
10 min
★ ★ ★ ★ ☆ 4/5
Dynamic ProgrammingOptimal ControlUnderactuated Robotics
Soft Boundary K-Means Clustering
Formal & Physical Sciences AI — Models & Research
EN

Soft Boundary K-Means Clustering

Machine Learning Practice
11 min
★ ★ ★ ★ ☆ 4/5
K-MeansClusteringSoft Assignment
Semi-Supervised Regression
Formal & Physical Sciences AI — Models & Research
EN

Semi-Supervised Regression

Machine Learning Practice
20 min
★ ★ ★ ★ ☆ 4/5
Semi-Supervised LearningRegressionManifold Learning
Mixture Distributions
Formal & Physical Sciences AI — Models & Research
EN

Mixture Distributions

Machine Learning Practice
17 min
★ ★ ★ ★ ☆ 4/5
Mixture DistributionsGaussian Mixture ModelProbability Density Function
Machine Learning Practice: Conclusions
Formal & Physical Sciences AI — Models & Research
EN

Machine Learning Practice: Conclusions

Machine Learning Practice
12 min
★ ★ ★ ★ ☆ 4/5
Machine LearningBest PracticesData Science
Learning Gaussian Mixture Distributions
Formal & Physical Sciences AI — Models & Research
EN

Learning Gaussian Mixture Distributions

Machine Learning Practice
13 min
★ ★ ★ ★ ☆ 4/5
Gaussian Mixture ModelsExpectation MaximizationClustering
Label Spreading
Formal & Physical Sciences AI — Models & Research
EN

Label Spreading

Machine Learning Practice
19 min
★ ★ ★ ★ ☆ 4/5
Label SpreadingSemi-Supervised LearningScikit-Learn
Label Propagation
Formal & Physical Sciences AI — Models & Research
EN

Label Propagation

Machine Learning Practice
27 min
★ ★ ★ ★ ☆ 4/5
Label PropagationSemi-Supervised LearningMachine Learning
K-Means Clustering
Formal & Physical Sciences AI — Models & Research
EN

K-Means Clustering

Machine Learning Practice
22 min
★ ★ ★ ★ ☆ 4/5
K-MeansClusteringUnsupervised Learning
Expectation Maximization Learning Example
Formal & Physical Sciences AI — Models & Research
EN

Expectation Maximization Learning Example

Machine Learning Practice
11 min
★ ★ ★ ☆ ☆ 3/5
Expectation MaximizationClusteringGaussian Mixture Models
t-Statistic Neighbor Embedding
Formal & Physical Sciences AI — Models & Research
EN

t-Statistic Neighbor Embedding

Machine Learning Practice
15 min
★ ★ ★ ★ ☆ 4/5
T-SNEDimensionality ReductionMachine Learning
T-SNE: Example in Scikit-Learn
Formal & Physical Sciences AI — Models & Research
EN

T-SNE: Example in Scikit-Learn

Machine Learning Practice
10 min
★ ★ ★ ★ ☆ 4/5
T-SNEScikit-LearnDimensionality Reduction
Principal Component Analysis
Formal & Physical Sciences AI — Models & Research
EN

Principal Component Analysis

Machine Learning Practice
12 min
★ ★ ★ ★ ☆ 4/5
PCADimensionality ReductionMachine Learning
Multidimensional Scaling
Formal & Physical Sciences AI — Models & Research
EN

Multidimensional Scaling

Machine Learning Practice
13 min
★ ★ ★ ★ ☆ 4/5
Multidimensional ScalingDimensionality ReductionDistance Metrics
Locally Linear Embeddings: Example 2
Formal & Physical Sciences AI — Models & Research
EN

Locally Linear Embeddings: Example 2

Machine Learning Practice
11 min
★ ★ ★ ★ ☆ 4/5
Locally Linear EmbeddingDimensionality ReductionManifold Learning
Locally Linear Embedding: Example 1
Formal & Physical Sciences AI — Models & Research
EN

Locally Linear Embedding: Example 1

Machine Learning Practice
15 min
★ ★ ★ ★ ☆ 4/5
Locally Linear EmbeddingDimensionality ReductionManifold Learning
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