loss function
11 episodes mention this concept
lexfridmanFeb 25, 2020The Foundational Duality of Statistics: Inference, Decision Theory, and the Bayesian-Frequentist Divide
ScienceStatisticsInverse ProbabilityDecision TheoryGame Theory- lexfridmanFeb 15, 2020
Complete Statistical Theory of Learning: From Brute Force to Intelligent Principles with Vladimir Vapnik
ScienceStatistical Learning TheoryGeneralization (machine learning)VC-dimension (Vapnik-Chervonenkis dimension)Empirical Risk Minimization (ERM) - lexfridmanOct 13, 2019
The AI Control Problem: Aligning Superintelligent Systems with Human Values and Humility
TechnologyControl Problem (AI)Super-intelligent AIValue AlignmentObjective Function - lexfridmanSep 27, 2016
TensorFlow Core APIs: Building Machine Learning Models from Linear Regression to Digit Recognition
TechnologyTensorFlowMachine Learning LibraryOpen SourceData Flow Infrastructure - lexfridmanSep 27, 2016
Foundations of Deep Learning: Feedforward Neural Networks, Backpropagation, and Training Techniques
TechnologyFeedforward Neural NetworksInput VectorHidden LayersPre-activation - lexfridman
MIT 6.S091 Introduction to Deep Reinforcement Learning: Fundamentals, Challenges, and Applications
TechnologyDeep Reinforcement Learning (Deep RL)Deep Neural NetworksSequential DecisionsTrial and Error - lexfridman
MIT 6.S094: Introduction to Deep Learning, Neural Networks, and Self-Driving Cars
TechnologyDeep LearningDeep Neural NetworksSelf-Driving CarsDeep Reinforcement Learning - lexfridman
Recurrent Neural Networks and the Fundamentals of Backpropagation for Steering Through Time
TechnologyRecurrent Neural Networks (RNNs)BackpropagationVanishing GradientsExploding Gradients - lexfridman
Programming Meme Review with George Hotz: Automation, AI, and the Culture of Code
TechnologyProgramming memesAutomation paradoxSelf-driving carsKnowledge outsourcing - lexfridman
Deep Reinforcement Learning Fundamentals: From Perceptrons to Q-Learning for Motion Planning
TechnologyDeep Reinforcement Learning (DRL)Supervised LearningUnsupervised LearningSemi-supervised Learning - lexfridman
MIT AGI: Engineering Intelligence - Bridging Theory, Practice, and Societal Impact
TechnologyArtificial General Intelligence (AGI)Deep LearningReinforcement LearningComputational Cognitive Science
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