uniform law of large numbers
2 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)- 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
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Related concepts
Concepts that appear alongside uniform law of large numbers across episodes.
- support vector machines (svm)
- representer theorem
- axioms
- neural networks
- ill-posed problem
- instrumentalism
- complexity theory
- law of large numbers
- predicates
- empirical risk minimization (erm)
- realism (philosophy)
- strong convergence
- vc-dimension (vapnik-chervonenkis dimension)
- turing test
- unreasonable effectiveness of mathematics
- invariants
- brute force principle
- p vs. np
- weak convergence
- statistical invariants