Formal & Physical Sciences MathematicsENHypothesis TestingMachine Learning PracticeOctober 22, 2024 61 min★ ★ ★ ★ ☆ 4/5Hypothesis TestingStatisticsT-Test
Formal & Physical Sciences AI — Models & ResearchENDay 12: RegressionMachine Learning PracticeSeptember 28, 2024 50 min★ ★ ★ ★ ☆ 4/5RegressionGradient DescentOverfitting
Formal & Physical Sciences AI — Models & ResearchENClassifiers, ROC, AUCMachine Learning PracticeSeptember 18, 2024 28 min★ ★ ★ ★ ☆ 4/5Machine LearningClassifiersROC Curve
Applied Sciences & Engineering Computing & CybersecurityENJupyter Hub DemonstrationMachine Learning PracticeAugust 21, 2023 13 min★ ★ ★ ★ ☆ 4/5JupyterHubJupyter NotebookPython
Applied Sciences & Engineering AI — Models & ResearchENCourse Mechanics: 2023Machine Learning PracticeAugust 21, 2023 13 min★ ★ ★ ★ ☆ 4/5Course MechanicsMachine LearningPython
Formal & Physical Sciences AI — Models & ResearchENWriting a stand-alone deep learning program.Machine Learning PracticeFebruary 1, 2023 24 min★ ★ ★ ★ ☆ 4/5Deep LearningPythonXOR Problem
Applied Sciences & Engineering Computing & CybersecurityENWorking in the Bash shellMachine Learning PracticeFebruary 1, 2023 10 min★ ★ ★ ☆ ☆ 3/5BashSupercomputerSSH
Applied Sciences & Engineering Computing & CybersecurityENIntroduction to Scheduling Jobs on the OU SupercomputerMachine Learning PracticeJanuary 25, 2023 28 min★ ★ ★ ★ ☆ 4/5SLURMSupercomputingJob Scheduling
Formal & Physical Sciences AI — Models & ResearchENNeural Network Implementation for XORMachine Learning PracticeJanuary 23, 2023 32 min★ ★ ★ ★ ☆ 4/5Neural NetworksXORTensorFlow
Formal & Physical Sciences AI — Models & ResearchENComputing Exclusive ORMachine Learning PracticeJanuary 23, 2023 11 min★ ★ ★ ★ ☆ 4/5XORNeural NetworksPerceptron
Formal & Physical Sciences AI — Models & ResearchENComputing an OR function with a single neuronMachine Learning PracticeJanuary 22, 2023 10 min★ ★ ★ ★ ☆ 4/5Neural NetworksSigmoidBoolean Functions
Formal & Physical Sciences AI — Models & ResearchENSoft Boundary K-Means ClusteringMachine Learning PracticeDecember 1, 2022 11 min★ ★ ★ ★ ☆ 4/5K-MeansClusteringSoft Assignment
Formal & Physical Sciences AI — Models & ResearchENSemi-Supervised RegressionMachine Learning PracticeDecember 1, 2022 20 min★ ★ ★ ★ ☆ 4/5Semi-Supervised LearningRegressionManifold Learning
Formal & Physical Sciences MathematicsENMulti-Dimensional Gaussian Probability Density FunctionsMachine Learning PracticeDecember 1, 2022 21 min★ ★ ★ ★ ☆ 4/5GaussianProbability DensityCovariance
Formal & Physical Sciences AI — Models & ResearchENMixture DistributionsMachine Learning PracticeDecember 1, 2022 17 min★ ★ ★ ★ ☆ 4/5Mixture DistributionsGaussian Mixture ModelProbability Density Function
Formal & Physical Sciences AI — Models & ResearchENMachine Learning Practice: ConclusionsMachine Learning PracticeDecember 1, 2022 12 min★ ★ ★ ★ ☆ 4/5Machine LearningBest PracticesData Science
Formal & Physical Sciences AI — Models & ResearchENLearning Gaussian Mixture DistributionsMachine Learning PracticeDecember 1, 2022 13 min★ ★ ★ ★ ☆ 4/5Gaussian Mixture ModelsExpectation MaximizationClustering
Formal & Physical Sciences AI — Models & ResearchENLabel SpreadingMachine Learning PracticeDecember 1, 2022 19 min★ ★ ★ ★ ☆ 4/5Label SpreadingSemi-Supervised LearningScikit-Learn
Formal & Physical Sciences AI — Models & ResearchENLabel PropagationMachine Learning PracticeDecember 1, 2022 27 min★ ★ ★ ★ ☆ 4/5Label PropagationSemi-Supervised LearningMachine Learning
Formal & Physical Sciences AI — Models & ResearchENK-Means Clustering: Example in Scikit-LearnMachine Learning PracticeDecember 1, 2022 15 min★ ★ ★ ★ ☆ 4/5K-MeansClusteringScikit-Learn
Formal & Physical Sciences AI — Models & ResearchENK-Means ClusteringMachine Learning PracticeDecember 1, 2022 22 min★ ★ ★ ★ ☆ 4/5K-MeansClusteringUnsupervised Learning
Formal & Physical Sciences AI — Models & ResearchENExpectation Maximization Learning ExampleMachine Learning PracticeDecember 1, 2022 11 min★ ★ ★ ☆ ☆ 3/5Expectation MaximizationClusteringGaussian Mixture Models
Formal & Physical Sciences AI — Models & ResearchENt-Statistic Neighbor EmbeddingMachine Learning PracticeNovember 14, 2022 15 min★ ★ ★ ★ ☆ 4/5T-SNEDimensionality ReductionMachine Learning
Formal & Physical Sciences AI — Models & ResearchENT-SNE: Example in Scikit-LearnMachine Learning PracticeNovember 14, 2022 10 min★ ★ ★ ★ ☆ 4/5T-SNEScikit-LearnDimensionality Reduction
Formal & Physical Sciences AI — Models & ResearchENPrincipal Component Analysis: Example in Scikit-LearnMachine Learning PracticeNovember 14, 2022 11 min★ ★ ★ ★ ☆ 4/5PCAScikit-LearnDimensionality Reduction
Formal & Physical Sciences AI — Models & ResearchENPrincipal Component Analysis with Kinematics: Example in Scikit-LearnMachine Learning PracticeNovember 14, 2022 22 min★ ★ ★ ★ ☆ 4/5PCAScikit-LearnDimensionality Reduction
Formal & Physical Sciences AI — Models & ResearchENPrincipal Component AnalysisMachine Learning PracticeNovember 14, 2022 12 min★ ★ ★ ★ ☆ 4/5PCADimensionality ReductionMachine Learning
Formal & Physical Sciences AI — Models & ResearchENMultidimensional ScalingMachine Learning PracticeNovember 14, 2022 13 min★ ★ ★ ★ ☆ 4/5Multidimensional ScalingDimensionality ReductionDistance Metrics
Formal & Physical Sciences AI — Models & ResearchENLocally Linear Embeddings: Example 2Machine Learning PracticeNovember 14, 2022 11 min★ ★ ★ ★ ☆ 4/5Locally Linear EmbeddingDimensionality ReductionManifold Learning
Formal & Physical Sciences AI — Models & ResearchENLocally Linear Embedding: Example 1Machine Learning PracticeNovember 14, 2022 15 min★ ★ ★ ★ ☆ 4/5Locally Linear EmbeddingDimensionality ReductionManifold Learning
Formal & Physical Sciences AI — Models & ResearchENLocally Linear EmbeddingMachine Learning PracticeNovember 14, 2022 21 min★ ★ ★ ★ ☆ 4/5Locally Linear EmbeddingDimensionality ReductionManifold Learning
Formal & Physical Sciences AI — Models & ResearchENKernel Principal Component Analysis and Kinematics: Example in Scikit-LearnMachine Learning PracticeNovember 14, 2022 10 min★ ★ ★ ★ ☆ 4/5Kernel PCAScikit-LearnDimensionality Reduction
Formal & Physical Sciences AI — Models & ResearchENIntroduction to Dimensionality ReductionMachine Learning PracticeNovember 14, 2022 11 min★ ★ ★ ★ ☆ 4/5Dimensionality ReductionMachine LearningUnsupervised Learning
Formal & Physical Sciences AI — Models & ResearchENEmbedding-Based Methods for Dimensionality ReductionMachine Learning PracticeNovember 14, 2022 10 min★ ★ ★ ★ ☆ 4/5Dimensionality ReductionManifold LearningLocally Linear Embedding
Formal & Physical Sciences AI — Models & ResearchENRegression TreesMachine Learning PracticeOctober 26, 2022 27 min★ ★ ★ ★ ☆ 4/5Regression TreesDecision TreesMachine Learning
Formal & Physical Sciences AI — Models & ResearchENRandom ForestsMachine Learning PracticeOctober 26, 2022 10 min★ ★ ★ ★ ☆ 4/5Random ForestsEnsemble LearningDecision Trees
Formal & Physical Sciences AI — Models & ResearchENProbability Tree LearningMachine Learning PracticeOctober 26, 2022 29 min★ ★ ★ ★ ☆ 4/5Decision TreesEntropyGini Impurity
Formal & Physical Sciences AI — Models & ResearchENIntroduction to Decision TreesMachine Learning PracticeOctober 26, 2022 31 min★ ★ ★ ★ ☆ 4/5Decision TreesMachine LearningClassification
Formal & Physical Sciences AI — Models & ResearchENGradient BoostingMachine Learning PracticeOctober 26, 2022 19 min★ ★ ★ ★ ☆ 4/5Gradient BoostingMachine LearningRegression
Formal & Physical Sciences AI — Models & ResearchENFeature ImportanceMachine Learning PracticeOctober 26, 2022 16 min★ ★ ★ ★ ☆ 4/5Feature ImportanceRandom ForestMachine Learning