Machine Learning Concepts

@mlconceptsmap

52 tuit · page 2/2
VC dimension I
Formal & Physical Sciences AI — Models & Research
EN

VC dimension I

Dr. Eitan Farchi (IBM)
14 min
★ ★ ★ ★ ☆ 4/5
VC DimensionMachine LearningShattering
explaining PAC
Formal & Physical Sciences AI — Models & Research
EN

explaining PAC

Dr. Eitan Farchi
21 min
★ ★ ★ ★ ☆ 4/5
PAC LearningMachine LearningProbably Approximately Correct
A simple example of PAC learning
Formal & Physical Sciences AI — Models & Research
EN

A simple example of PAC learning

Dr. Eitan Farchi (IBM R&D)
23 min
★ ★ ★ ★ ☆ 4/5
PAC LearningMachine LearningProbably Approximately Correct
Kernels
Formal & Physical Sciences Computing & Cybersecurity
EN

Kernels

Dr. Eitan Farchi
17 min
★ ★ ★ ☆ ☆ 3/5
KernelMachine LearningSVM
Evolutionary equilibrium
Formal & Physical Sciences Mathematics
EN

Evolutionary equilibrium

Dr. Eitan Farchi
15 min
★ ★ ★ ★ ☆ 4/5
Evolutionary Game TheoryNash EquilibriumEvolutionary Stable Strategy
Evolution and Game theory
Formal & Physical Sciences Mathematics
EN

Evolution and Game theory

Dr. Eitan Farchi
15 min
★ ★ ★ ★ ☆ 4/5
Evolutionary Game TheoryNash EquilibriumEvolutionarily Stable Strategy
Curse of dimensionality
Formal & Physical Sciences AI — Models & Research
EN

Curse of dimensionality

Dr. Eitan Farchi
13 min
★ ★ ★ ★ ☆ 4/5
Curse of DimensionalityMonte Carlo SimulationHigh-Dimensional Geometry
optimization - quadratic form
Formal & Physical Sciences Mathematics
EN

optimization - quadratic form

Dr. Eitan Farchi
29 min
★ ★ ★ ☆ ☆ 3/5
Quadratic FormOptimizationGradient Descent
model validation
Formal & Physical Sciences Computing & Cybersecurity
EN

model validation

Dr. Eitan Farchi
24 min
★ ★ ★ ★ ☆ 4/5
Model ValidationMachine LearningHoeffding Inequality
Union bound and ML theory
Formal & Physical Sciences AI — Models & Research
EN

Union bound and ML theory

Dr. Eitan Farchi
13 min
★ ★ ★ ☆ ☆ 3/5
Union BoundPAC LearningMachine Learning Theory