Machine Learning Practice

@machinelearningpractice2089

100 tuit · page 1/3
Formal & Physical Sciences Mathematics
EN

Hypothesis Testing

Machine Learning Practice
61 min
4/5
Hypothesis TestingStatisticsT-Test
Formal & Physical Sciences AI — Models & Research
EN

Day 12: Regression

Machine Learning Practice
50 min
4/5
RegressionGradient DescentOverfitting
Formal & Physical Sciences AI — Models & Research
EN

Classifiers, ROC, AUC

Machine Learning Practice
28 min
4/5
Machine LearningClassifiersROC Curve
Applied Sciences & Engineering Computing & Cybersecurity
EN

Jupyter Hub Demonstration

Machine Learning Practice
13 min
4/5
JupyterHubJupyter NotebookPython
Applied Sciences & Engineering AI — Models & Research
EN

Course Mechanics: 2023

Machine Learning Practice
13 min
4/5
Course MechanicsMachine LearningPython
Applied Sciences & Engineering Computing & Cybersecurity
EN

Working in the Bash shell

Machine Learning Practice
10 min
3/5
BashSupercomputerSSH
Formal & Physical Sciences AI — Models & Research
EN

Neural Network Implementation for XOR

Machine Learning Practice
32 min
4/5
Neural NetworksXORTensorFlow
Formal & Physical Sciences AI — Models & Research
EN

Computing Exclusive OR

Machine Learning Practice
11 min
4/5
XORNeural NetworksPerceptron
Formal & Physical Sciences AI — Models & Research
EN

Soft Boundary K-Means Clustering

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

Semi-Supervised Regression

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

Mixture Distributions

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

Machine Learning Practice: Conclusions

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

Learning Gaussian Mixture Distributions

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

Label Spreading

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

Label Propagation

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

K-Means Clustering

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

Expectation Maximization Learning Example

Machine Learning Practice
11 min
3/5
Expectation MaximizationClusteringGaussian Mixture Models
Formal & Physical Sciences AI — Models & Research
EN

t-Statistic Neighbor Embedding

Machine Learning Practice
15 min
4/5
T-SNEDimensionality ReductionMachine Learning
Formal & Physical Sciences AI — Models & Research
EN

T-SNE: Example in Scikit-Learn

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

Principal Component Analysis

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

Multidimensional Scaling

Machine Learning Practice
13 min
4/5
Multidimensional ScalingDimensionality ReductionDistance Metrics
Formal & Physical Sciences AI — Models & Research
EN

Locally Linear Embeddings: Example 2

Machine Learning Practice
11 min
4/5
Locally Linear EmbeddingDimensionality ReductionManifold Learning
Formal & Physical Sciences AI — Models & Research
EN

Locally Linear Embedding: Example 1

Machine Learning Practice
15 min
4/5
Locally Linear EmbeddingDimensionality ReductionManifold Learning
Formal & Physical Sciences AI — Models & Research
EN

Locally Linear Embedding

Machine Learning Practice
21 min
4/5
Locally Linear EmbeddingDimensionality ReductionManifold Learning
Formal & Physical Sciences AI — Models & Research
EN

Introduction to Dimensionality Reduction

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

Regression Trees

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

Random Forests

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

Probability Tree Learning

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

Introduction to Decision Trees

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

Gradient Boosting

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

Feature Importance

Machine Learning Practice
16 min
4/5
Feature ImportanceRandom ForestMachine Learning