Humanities, Social Sciences & Thought AI — Models & ResearchENCHATGPT : Rédiger le PROMPT PARFAIT (Tuto Prompt Engineering)CHATGPT: Writing the PERFECT PROMPT (Prompt Engineering Tutorial)Ludo SalenneApril 5, 2023 30 min★ ★ ★ ★ ☆ 4/5ChatGPTPrompt EngineeringAI
Formal & Physical Sciences AI — Models & ResearchENSpring 2023 6.8210 Lecture 6: Dynamic Programming IIIunderactuatedMarch 1, 2023 83 min★ ★ ★ ★ ☆ 4/5Dynamic ProgrammingNeural NetworksValue Iteration
Formal & Physical Sciences AI — Models & ResearchEN6.8210 Spring 2023 Lecture 3 Part 2MIT OpenCourseWareFebruary 14, 2023 10 min★ ★ ★ ★ ☆ 4/5Dynamic ProgrammingOptimal ControlUnderactuated Robotics
Applied Sciences & Engineering AI — Models & ResearchENConstrained Reinforcement Learning for Robotics via Scenario-Based ProgrammingRoss (PhD student, Weizmann Institute)January 11, 2023 56 min★ ★ ★ ★ ☆ 4/5Reinforcement LearningScenario-Based ProgrammingRobotics
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 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 & ResearchENFall 2022 6.4210/2 Lecture 19: Intuitive physics (part 1)underactuatedNovember 23, 2022 81 min★ ★ ★ ★ ☆ 4/5Model-Based RLSystem IdentificationDynamics Learning
Applied Sciences & Engineering AI — Models & ResearchENInject Yourself into the AI and Make Any Image With Your Face! (100% FREE Method)Matt WolfeNovember 18, 2022 17 min★ ★ ★ ★ ☆ 4/5Stable DiffusionDreamBoothAI Art
Formal & Physical Sciences AI — Models & ResearchENFall 2022 6.4210/2 Lecture 18: Reinforcement learning (part 1)Russ TedrakeNovember 18, 2022 81 min★ ★ ★ ★ ☆ 4/5Reinforcement LearningOptimal ControlRobotics
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
Applied Sciences & Engineering AI — Models & ResearchENExample: Regression TreesMachine Learning PracticeOctober 26, 2022 15 min★ ★ ★ ★ ☆ 4/5Regression TreesScikit-LearnMachine Learning
Formal & Physical Sciences AI — Models & ResearchENExample: Probability Tree LearningMachine Learning PracticeOctober 26, 2022 39 min★ ★ ★ ★ ☆ 4/5Decision TreesScikit-LearnMachine Learning
Formal & Physical Sciences AI — Models & ResearchENExample: Implementing a Voting ClassifierMachine Learning PracticeOctober 26, 2022 22 min★ ★ ★ ★ ☆ 4/5Ensemble MethodsVoting ClassifierScikit-Learn
Formal & Physical Sciences AI — Models & ResearchENExample: Implementing a Bagging ClassifierMachine Learning PracticeOctober 26, 2022 12 min★ ★ ★ ★ ☆ 4/5BaggingEnsemble LearningScikit-Learn
Formal & Physical Sciences AI — Models & ResearchENExample: Gradient BoostingMachine Learning PracticeOctober 26, 2022 18 min★ ★ ★ ★ ☆ 4/5Gradient BoostingScikit-LearnMachine Learning