Formal & Physical Sciences AI — Models & ResearchENUnion bound and ML theoryDr. Eitan FarchiJuly 1, 2020 13 min★ ★ ★ ☆ ☆ 3/5Union BoundPAC LearningMachine Learning Theory
Formal & Physical Sciences AI — Models & ResearchENQSI Seminar: Guillaume Verdon, X, Quantum-probabilistic Generative Models, 19/06/2020Guillaume VerdonJune 21, 2020 71 min★ ★ ★ ★ ☆ 4/5Quantum Machine LearningGenerative ModelsVariational Quantum Thermalizer
Formal & Physical Sciences AI — Models & ResearchENTraining Fully Quantum Boltzmann MachinesNathan WiebeMay 29, 2020 82 min★ ★ ★ ★ ☆ 4/5Quantum Machine LearningBoltzmann MachinesQuantum Neural Networks
Formal & Physical Sciences AI — Models & ResearchENMODÈLE DE MACHINE LEARNING - Covid19 (29/30)Guillaume Saint-CirgueMay 24, 2020 36 min★ ★ ★ ★ ☆ 4/5Machine LearningModel OptimizationGridSearchCV
Formal & Physical Sciences AI — Models & ResearchENIntroducing Adversarial Quantum Learning: Security and machine learning on the quantum internetNana LiuMay 22, 2020 72 min★ ★ ★ ★ ☆ 4/5Quantum Machine LearningAdversarial AttacksQuantum Internet
Formal & Physical Sciences AI — Models & ResearchENENSEMBLE LEARNING : BAGGING, BOOSTING et STACKING (25/30)Guillaume Saint-CirgueApril 21, 2020 25 min★ ★ ★ ★ ☆ 4/5Ensemble LearningBaggingBoosting
Formal & Physical Sciences AI — Models & ResearchENAPPRENTISSAGE NON-SUPERVISÉ avec Python (24/30)Guillaume Saint-CirgueMarch 30, 2020 41 min★ ★ ★ ★ ★ 5/5Unsupervised LearningPythonScikit-Learn
Formal & Physical Sciences AI — Models & ResearchENFEATURE SELECTION avec SKLEARN (23/30)Guillaume Saint-CirgueFebruary 21, 2020 26 min★ ★ ★ ★ ☆ 4/5Feature SelectionScikit-LearnMachine Learning
Formal & Physical Sciences AI — Models & ResearchENSKLEARN IMPUTER : NETTOYAGE DE DONNÉESGuillaume Saint-CirgueFebruary 6, 2020 12 min★ ★ ★ ★ ☆ 4/5Scikit-LearnImputationData Cleaning
Formal & Physical Sciences AI — Models & ResearchENSKLEARN PIPELINE AVANCÉEGuillaume Saint-CirgueFebruary 1, 2020 14 min★ ★ ★ ★ ☆ 4/5Scikit-LearnPipelineMachine Learning
Formal & Physical Sciences AI — Models & ResearchENPYTHON SKLEARN PRE-PROCESSING + PIPELINE (22/30)Guillaume Saint-CirgueJanuary 27, 2020 37 min★ ★ ★ ★ ★ 5/5Scikit-LearnPreprocessingPipeline
Formal & Physical Sciences AI — Models & ResearchENSklearn make_scorer tutoriel : Créer vos propres métriques.Guillaume Saint-CirgueDecember 11, 2019 13 min★ ★ ★ ★ ☆ 4/5Scikit-LearnMachine LearningCustom Metrics
Formal & Physical Sciences AI — Models & ResearchENMÉTRIQUES de RÉGRESSIONS en DATA SCIENCE (Coefficient de Détermination, Erreur Quadratique, etc... )Guillaume Saint-CirgueDecember 9, 2019 18 min★ ★ ★ ★ ☆ 4/5Regression MetricsMachine LearningData Science
Formal & Physical Sciences AI — Models & ResearchENCROSS-VALIDATION SKLEARN PYTHON (Techniques expliquées en Français)Machine LearniaNovember 20, 2019 21 min★ ★ ★ ★ ☆ 4/5Cross-ValidationSklearnPython
Formal & Physical Sciences AI — Models & ResearchENPYTHON SKLEARN - MODEL SELECTION : Train_test_split, Cross Validation, GridSearchCV (21/30)Guillaume Saint-CirgueNovember 15, 2019 21 min★ ★ ★ ★ ☆ 4/5Scikit-LearnModel SelectionCross-Validation
Formal & Physical Sciences AI — Models & ResearchENPYTHON SKLEARN: KNN, LinearRegression et SUPERVISED LEARNING (20/30)Guillaume Saint-CirgueNovember 2, 2019 20 min★ ★ ★ ★ ☆ 4/5Scikit-LearnSupervised LearningPython
Formal & Physical Sciences AI — Models & ResearchENRÉGRESSION LINÉAIRE MULTIPLE AVEC NUMPY - ML#9Guillaume Saint-CirgueAugust 16, 2019 14 min★ ★ ★ ★ ★ 5/5Linear RegressionNumPyMachine Learning
Formal & Physical Sciences AI — Models & ResearchENRÉGRESSION LINÉAIRE NUMPY - ML#8Guillaume Saint-CirgueAugust 9, 2019 23 min★ ★ ★ ★ ☆ 4/5Linear RegressionNumPyMachine Learning
Formal & Physical Sciences AI — Models & ResearchENPYTHON : L'ESSENTIEL POUR MACHINE LEARNING - ML#7Guillaume Saint-CirgueAugust 2, 2019 16 min★ ★ ★ ★ ☆ 4/5PythonMachine LearningProgramming
Formal & Physical Sciences AI — Models & ResearchENRÉGRESSION LINÉAIRE (partie 2/2) - ML#6Guillaume Saint-CirgueJuly 26, 2019 13 min★ ★ ★ ★ ★ 5/5Linear RegressionMatrix AlgebraMachine Learning
Formal & Physical Sciences AI — Models & ResearchENMATRICES ET NUMPY - ML#5Guillaume Saint-CirgueJuly 18, 2019 11 min★ ★ ★ ★ ☆ 4/5NumPyMatrixMachine Learning
Formal & Physical Sciences AI — Models & ResearchENDESCENTE DE GRADIENT (GRADIENT DESCENT) - ML#4Guillaume Saint-CirgueJuly 11, 2019 13 min★ ★ ★ ★ ★ 5/5Gradient DescentMachine LearningOptimization
Formal & Physical Sciences AI — Models & ResearchENLA RÉGRESSION LINÉAIRE (partie 1/2) - ML#3Guillaume Saint-CirgueJuly 3, 2019 11 min★ ★ ★ ★ ☆ 4/5Linear RegressionMachine LearningSupervised Learning
Applied Sciences & Engineering AI — Models & ResearchENMocap as a Service: Video Motion Capture Makes Human Motion Analysis for EveryoneYoshihiko NakamuraMay 29, 2019 40 min★ ★ ★ ★ ☆ 4/5Motion CaptureHumanoid RoboticsMusculoskeletal Modeling
Applied Sciences & Engineering AI — Models & ResearchENLecture 23 | MIT 6.832 (Underactuated Robotics), Spring 2019MIT OpenCourseWareMay 9, 2019 84 min★ ★ ★ ★ ☆ 4/5Reinforcement LearningUnderactuated RoboticsControl Theory
Applied Sciences & Engineering AI — Models & ResearchENLecture 22 | MIT 6.832 (Underactuated Robotics), Spring 2019Russ TedrakeMay 7, 2019 81 min★ ★ ★ ★ ☆ 4/5Reinforcement LearningUnderactuated RoboticsBlack-Box Optimization
Formal & Physical Sciences AI — Models & ResearchENCOMMENT FONCTIONNE LE MACHINE LEARNING ?Guillaume Saint-CirgueApril 16, 2019 19 min★ ★ ★ ★ ☆ 4/5Machine LearningSupervised LearningUnsupervised Learning
Formal & Physical Sciences AI — Models & ResearchENFuzzy & Annotated Semantic Web LanguagesProf. Umberto StracciaJanuary 7, 2019 43 min★ ★ ★ ★ ☆ 4/5Fuzzy LogicSemantic WebOntology
Formal & Physical Sciences AI — Models & ResearchENUncertainty-aware Food Analysis by Deep LearningPetia RadevaJanuary 4, 2019 37 min★ ★ ★ ★ ☆ 4/5Deep LearningComputer VisionFood Recognition
Applied Sciences & Engineering AI — Models & ResearchENNeuromorphic computing with emerging memory devicesDaniele IelminiJanuary 4, 2019 50 min★ ★ ★ ★ ☆ 4/5Neuromorphic ComputingEmerging MemoryRRAM
Applied Sciences & Engineering AI — Models & ResearchENHuman Authentication Using Facial CuesFernando Alonso-FernandezJanuary 4, 2019 40 min★ ★ ★ ★ ☆ 4/5BiometricsFace RecognitionPeriocular
Applied Sciences & Engineering AI — Models & ResearchENFrom Research to Scalable AI Solutions, 2 examples: Trust & Fairness and CNN Automatic GenerationEnric Delgado Samper (IBM)January 4, 2019 36 min★ ★ ★ ★ ☆ 4/5AITrustFairness
Applied Sciences & Engineering AI — Models & ResearchENDeep Learning for SPECT, SPECT/CT and PETSeoul National University nuclear medicineDecember 12, 2018 57 min★ ★ ★ ★ ☆ 4/5Deep LearningSPECTPET
Formal & Physical Sciences AI — Models & ResearchENLearning Embedding Space for Clustering From Deep RepresentationsParas DahalNovember 19, 2018 14 min★ ★ ★ ★ ☆ 4/5Deep ClusteringAutoencoderEmbedding Space
Formal & Physical Sciences AI — Models & ResearchENA Survey of Attacks Against Twitter Spam Detectors in an Adversarial EnvironmentNiddal H. ImamNovember 17, 2018 15 min★ ★ ★ ★ ☆ 4/5Adversarial Machine LearningTwitter Spam DetectionCybersecurity
Applied Sciences & Engineering AI — Models & ResearchENLecture 21 | MIT 6.832 (Underactuated Robotics), Spring 2018underactuatedMay 10, 2018 76 min★ ★ ★ ★ ☆ 4/5Reinforcement LearningPolicy GradientValue Function
Applied Sciences & Engineering AI — Models & ResearchENLecture 20 | MIT 6.832 (Underactuated Robotics), Spring 2018MIT OpenCourseWareMay 8, 2018 75 min★ ★ ★ ★ ☆ 4/5Reinforcement LearningPolicy GradientUnderactuated Robotics
Formal & Physical Sciences AI — Models & ResearchENDefault LogicArtificial Intelligence (channel)April 4, 2016 35 min★ ★ ★ ★ ☆ 4/5Default LogicNon-Monotonic ReasoningKnowledge Representation
Formal & Physical Sciences AI — Models & ResearchENAutoepistemc LogicArtificial IntelligenceApril 4, 2016 42 min★ ★ ★ ★ ☆ 4/5Autoepistemic LogicNonmonotonic ReasoningBelief Logic
Formal & Physical Sciences AI — Models & ResearchENTaxonomies and InheritanceArtificial IntelligenceMarch 27, 2016 31 min★ ★ ★ ★ ☆ 4/5Inheritance NetworksKnowledge RepresentationDefeasible Reasoning