Formal & Physical Sciences AI — Models & ResearchENLimits of the Normal EquationMachine Learning PracticeAugust 26, 2022 19 min★ ★ ★ ★ ☆ 4/5Normal EquationGradient DescentMachine Learning
Formal & Physical Sciences AI — Models & ResearchENExample: Training Sensitivity with RegressionMachine Learning PracticeAugust 26, 2022 29 min★ ★ ★ ★ ☆ 4/5Machine LearningRegressionOverfitting
Formal & Physical Sciences AI — Models & ResearchENExample: Predicting Arm MotionMachine Learning PracticeAugust 26, 2022 15 min★ ★ ★ ★ ☆ 4/5Linear RegressionBrain-Machine InterfaceNeural Data
Formal & Physical Sciences AI — Models & ResearchENSequential Drift DetectionSamuel AckermanAugust 18, 2022 34 min★ ★ ★ ★ ☆ 4/5Drift DetectionConcept DriftMachine Learning
Formal & Physical Sciences AI — Models & ResearchENLogistic RegressionMachine Learning PracticeAugust 13, 2022 26 min★ ★ ★ ★ ☆ 4/5Logistic RegressionMachine LearningGradient Descent
Formal & Physical Sciences AI — Models & ResearchENIntroduction to ClassifiersMachine Learning PracticeAugust 13, 2022 19 min★ ★ ★ ★ ☆ 4/5ClassifiersMachine LearningLinear Decision Boundary
Formal & Physical Sciences AI — Models & ResearchENExample: First Movement Behavior ClassifierMachine Learning PracticeAugust 13, 2022 12 min★ ★ ★ ★ ☆ 4/5Machine LearningClassificationScikit-Learn
Formal & Physical Sciences AI — Models & ResearchENExample: Computing Classifier MetricsMachine Learning PracticeAugust 13, 2022 22 min★ ★ ★ ★ ☆ 4/5Machine LearningClassificationROC Curve
Formal & Physical Sciences AI — Models & ResearchENExample: Classes in the Infant Kinematic DataMachine Learning PracticeAugust 13, 2022 28 min★ ★ ★ ★ ☆ 4/5Machine LearningData PreprocessingClassification
Formal & Physical Sciences AI — Models & ResearchENCross ValidationMachine Learning PracticeAugust 13, 2022 15 min★ ★ ★ ★ ☆ 4/5Cross-ValidationMachine LearningModel Evaluation
Formal & Physical Sciences AI — Models & ResearchENClassifier Performance MeasuresMachine Learning PracticeAugust 13, 2022 38 min★ ★ ★ ★ ☆ 4/5ClassificationPerformance MetricsROC Curve
Formal & Physical Sciences AI — Models & ResearchENRepresenting Data for ClassifiersMachine Learning PracticeAugust 12, 2022 13 min★ ★ ★ ★ ☆ 4/5Data RepresentationMachine LearningPandas
Formal & Physical Sciences AI — Models & ResearchENPipeline Class Example: Computing DerivativesMachine Learning PracticeAugust 12, 2022 18 min★ ★ ★ ☆ ☆ 3/5PythonPipelineDerivatives
Formal & Physical Sciences AI — Models & ResearchENMulti-class ClassificationMachine Learning PracticeAugust 12, 2022 14 min★ ★ ★ ★ ☆ 4/5Multi-Class ClassificationOne-vs-OneOne-vs-All
Applied Sciences & Engineering AI — Models & ResearchENMachine Learning Practice: Getting Connected to CoLabMachine Learning PracticeAugust 12, 2022 16 min★ ★ ★ ☆ ☆ 3/5Google ColabMachine LearningJupyter Notebook
Applied Sciences & Engineering AI — Models & ResearchENMachine Learning Practice: Getting Connected to CoLabMachine Learning PracticeAugust 12, 2022 16 min★ ★ ★ ☆ ☆ 3/5Google ColabJupyter NotebookMachine Learning
Formal & Physical Sciences AI — Models & ResearchENImplementing Data Processing PipelinesMachine Learning PracticeAugust 12, 2022 20 min★ ★ ★ ★ ☆ 4/5Scikit-LearnPipelineData Preprocessing
Formal & Physical Sciences AI — Models & ResearchENExample: Using Cross ValidationMachine Learning PracticeAugust 12, 2022 15 min★ ★ ★ ★ ☆ 4/5Cross-ValidationScikit-LearnMachine Learning
Formal & Physical Sciences AI — Models & ResearchENExample: Multi Class ClassificationMachine Learning PracticeAugust 12, 2022 29 min★ ★ ★ ★ ☆ 4/5Multi-Class ClassificationScikit-LearnSGDClassifier
Formal & Physical Sciences AI — Models & ResearchENDrift Detection and ML Solution Retraining (4/4)Samuel AckermanJuly 26, 2022 25 min★ ★ ★ ★ ☆ 4/5Drift DetectionMachine LearningJensen-Shannon Distance
Formal & Physical Sciences AI — Models & ResearchENDrift Detection and ML Solution Retraining (3/4)Samuel AckermanJuly 13, 2022 25 min★ ★ ★ ☆ ☆ 3/5Drift DetectionMachine LearningStatistical Tests
Formal & Physical Sciences AI — Models & ResearchENDrift detection and ML Solution retraining part (2/4)Samuel AckermanJune 27, 2022 32 min★ ★ ★ ★ ☆ 4/5Drift DetectionMachine LearningStatistical Tests
Formal & Physical Sciences AI — Models & ResearchENDrift detection and ML Solution retraining part (1/4)Samuel AckermanJune 27, 2022 28 min★ ★ ★ ★ ☆ 4/5Drift DetectionMachine LearningStatistical Tests
Formal & Physical Sciences AI — Models & ResearchENBayesian network revisitedMachine Learning ConceptsMay 17, 2022 78 min★ ★ ★ ☆ ☆ 3/5Bayesian NetworksCausal InferenceIndependence
Formal & Physical Sciences AI — Models & ResearchENDetecting model drift using polynomial relationsIran Rafael (IBM Research)April 7, 2022 20 min★ ★ ★ ★ ☆ 4/5Model DriftPolynomial RegressionBayes Factor
Formal & Physical Sciences AI — Models & ResearchENDetecting Concept Drift in the Presence of Sparsity A Case Study of Automated Change RiskAnirban Chatterjee, Shubhadeep, Kunal (Walmart Global Tech)April 7, 2022 26 min★ ★ ★ ★ ☆ 4/5Concept DriftData SparsityImputation
Formal & Physical Sciences AI — Models & ResearchENData dependent priors for domain adaptation boundsMachine Learning ConceptsApril 7, 2022 19 min★ ★ ★ ★ ☆ 4/5Domain AdaptationPAC-BayesGeneralization Bounds
Formal & Physical Sciences AI — Models & ResearchENA Unified Perspective on Adversarial and Out of Distribution Detection in the Open WorldEddie (Machine Learning Concepts)April 7, 2022 22 min★ ★ ★ ★ ☆ 4/5Adversarial AttacksOut-of-Distribution DetectionData Augmentation
Applied Sciences & Engineering AI — Models & ResearchENLecture 14: MIT 6.832 Underactuated Robotics (Spring 2022) | "Direct Policy Search"underactuatedMarch 30, 2022 88 min★ ★ ★ ★ ☆ 4/5Direct Policy SearchReinforcement LearningRobotics
Formal & Physical Sciences AI — Models & ResearchENLecture 6: MIT 6.832 Underactuated Robotics (Spring 2022) | "Dynamic Programming III"Russ TedrakeFebruary 18, 2022 78 min★ ★ ★ ★ ☆ 4/5Reinforcement LearningValue IterationFunction Approximation
Formal & Physical Sciences AI — Models & ResearchENFourier, Decision Trees, Learning Algorithms || @ CMU || Recitation 5 of CS Theory ToolkitRyan O'DonnellFebruary 16, 2022 67 min★ ★ ★ ★ ☆ 4/5Fourier AnalysisDecision TreesLearning Algorithms
Formal & Physical Sciences AI — Models & ResearchENHow can ERM be fooled?Dr. Eitan Farchi (IBM)January 20, 2022 21 min★ ★ ★ ★ ☆ 4/5Empirical Risk MinimizationMachine LearningProbability Theory
Formal & Physical Sciences AI — Models & ResearchENLecture 20: MIT 6.800/6.843 Robotics Manipulation (Fall 2021) | "Reinforcement Learning (Part 3)"Russ TedrakeNovember 24, 2021 83 min★ ★ ★ ★ ★ 5/5Reinforcement LearningRoboticsPolicy Gradient
Applied Sciences & Engineering AI — Models & ResearchENLecture 19: MIT 6.800/6.843 Robotics Manipulation (Fall 2021) | "How to Train your Robot"Abhishek GuptaNovember 19, 2021 83 min★ ★ ★ ★ ☆ 4/5Reinforcement LearningRoboticsReal-World
Formal & Physical Sciences AI — Models & ResearchENLecture 18: MIT 6.800/6.843 Robotics Manipulation (Fall 2021) | "Reinforcement Learning (Part 1)"Russ TedrakeNovember 17, 2021 82 min★ ★ ★ ★ ☆ 4/5Reinforcement LearningRoboticsManipulation
Formal & Physical Sciences AI — Models & ResearchENUsing linear regression to estimate non-linear problems (with code!)Guy Barash (WDC), hosted by Dr. Eitan Farchi (IBM)November 10, 2021 26 min★ ★ ★ ★ ☆ 4/5Linear RegressionFeature EngineeringPolynomial Regression
Applied Sciences & Engineering AI — Models & ResearchENLecture 17: MIT 6.800/6.843 Robotics Manipulation (Fall 2021) | "Behavior Cloning"Russ TedrakeNovember 10, 2021 80 min★ ★ ★ ★ ☆ 4/5RoboticsManipulationBehavior Cloning
Formal & Physical Sciences AI — Models & ResearchENQiskit Fall Fest CIC-IPN Mexico 2021 - Introducción al Aprendizaje de Máquina CuánticoAlberto Maldonado RomoOctober 21, 2021 86 min★ ★ ★ ☆ ☆ 3/5Quantum ComputingMachine LearningQiskit
Applied Sciences & Engineering AI — Models & ResearchENMachine Learning Practice: CoLab InterfaceMachine Learning PracticeAugust 25, 2021 13 min★ ★ ★ ☆ ☆ 3/5Google ColabJupyter NotebookPython
Formal & Physical Sciences AI — Models & ResearchENreading conditional independence from the BNDr. Eitan FarchiJune 17, 2021 16 min★ ★ ★ ★ ☆ 4/5Bayesian NetworksConditional IndependenceProbability