statistical learning
4 episodes mention this concept
lexfridmanFeb 15, 2020Complete 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)- lexfridmanFeb 14, 2020
Vladimir Vapnik on Predicates, Invariants, and the Philosophical Essence of Intelligence in AI
ScienceStatistical learningSupport Vector Machines (SVM)VC theoryPredicates - lexfridmanNov 16, 2018
Vladimir Vapnik: Statistical Learning, VC Theory, and the Nature of Intelligence
ScienceStatistical LearningSupport Vector Machines (SVM)VC Theory (Vapnik-Chervonenkis Theory)Instrumentalism - lexfridmanFeb 24, 2018
Lisa Feldman Barrett: Deconstructing Emotion - How the Brain Constructs Feelings and Its Implications for AGI
PsychologyEmotion constructionAllostasisAffect (simple feelings)Social reality
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Related concepts
Concepts that appear alongside statistical learning across episodes.
- deep learning
- vc dimension
- predicates
- admissible set of functions
- invariants
- support vector machines (svm)
- allostasis
- uniform law of large numbers
- affect (simple feelings)
- convolutional networks
- neural networks
- instrumentalism
- complexity theory
- facial movements vs. emotion
- axioms
- realism (philosophy)
- engineering intelligence
- law of large numbers
- metabolic costs
- symmetry (as a predicate)