Machine Learning Concepts

@mlconceptsmap

52 tuit · page 1/2
Proof of the Random Projection Method (Ora)
Formal & Physical Sciences AI — Models & Research
EN

Proof of the Random Projection Method (Ora)

Machine Learning Concepts
45 min
★ ★ ★ ★ ☆ 4/5
Random ProjectionDimensionality ReductionJohnson-Lindenstrauss Lemma
Chebyshev inequality (Eitan)
Formal & Physical Sciences Mathematics
EN

Chebyshev inequality (Eitan)

Eitan
19 min
★ ★ ★ ★ ☆ 4/5
Chebyshev InequalityConcentration InequalitiesProbability
Markov's Inequality (Eitan)
Formal & Physical Sciences Mathematics
EN

Markov's Inequality (Eitan)

Eitan
18 min
★ ★ ★ ★ ☆ 4/5
Markov's InequalityConcentration InequalitiesProbability Theory
Gradient Descent Algorithm (Ora)
Formal & Physical Sciences AI — Models & Research
EN

Gradient Descent Algorithm (Ora)

Ora
44 min
★ ★ ★ ★ ☆ 4/5
Gradient DescentOptimizationMachine Learning
Bagging (Eitan)
Formal & Physical Sciences AI — Models & Research
EN

Bagging (Eitan)

Machine Learning Concepts
18 min
★ ★ ★ ☆ ☆ 3/5
BaggingVariance ReductionEnsemble Learning
Hotfield update convergenece
Formal & Physical Sciences AI — Models & Research
EN

Hotfield update convergenece

Machine Learning Concepts
11 min
★ ★ ☆ ☆ ☆ 2/5
Hopfield NetworkConvergenceEnergy Function
Sequential Drift Detection
Formal & Physical Sciences AI — Models & Research
EN

Sequential Drift Detection

Samuel Ackerman
34 min
★ ★ ★ ★ ☆ 4/5
Drift DetectionConcept DriftMachine Learning
Bayesian network revisited
Formal & Physical Sciences AI — Models & Research
EN

Bayesian network revisited

Machine Learning Concepts
78 min
★ ★ ★ ☆ ☆ 3/5
Bayesian NetworksCausal InferenceIndependence
Mitigating Adversarial Text Perturbation
Formal & Physical Sciences AI — Models & Research
EN

Mitigating Adversarial Text Perturbation

Resica (with co-authors Mohammed Anand and Igor)
13 min
★ ★ ★ ★ ☆ 4/5
Adversarial AttacksText PerturbationWord Embeddings
Decision making
Formal & Physical Sciences Science — General & History
EN

Decision making

Dr. Eitan Farchi
18 min
★ ★ ★ ☆ ☆ 3/5
Decision TheoryMachine LearningMinimax
Empirical distribution
Formal & Physical Sciences Mathematics
EN

Empirical distribution

Machine Learning Concepts
20 min
★ ★ ★ ☆ ☆ 3/5
Empirical DistributionStatisticsProbability
How can ERM be fooled?
Formal & Physical Sciences AI — Models & Research
EN

How can ERM be fooled?

Dr. Eitan Farchi (IBM)
21 min
★ ★ ★ ★ ☆ 4/5
Empirical Risk MinimizationMachine LearningProbability Theory
Continuous version of Bayes rule
Formal & Physical Sciences Mathematics
EN

Continuous version of Bayes rule

Dr. Eitan Farchi
15 min
★ ★ ★ ★ ☆ 4/5
Bayes RuleContinuous ProbabilityProbability Density
Bayesian Networks independence I
Formal & Physical Sciences AI — Models & Research
EN

Bayesian Networks independence I

Machine Learning Concepts
10 min
★ ★ ★ ★ ☆ 4/5
Bayesian NetworksConditional IndependenceProbability Theory
The basic idea of Bayesian Network
Formal & Physical Sciences Mathematics
EN

The basic idea of Bayesian Network

Dr. Eitan Farchi
20 min
★ ★ ★ ★ ☆ 4/5
Bayesian NetworksProbabilityMachine Learning
Science, Bayes & NL
Formal & Physical Sciences Mathematics
EN

Science, Bayes & NL

Dr Eitan Farchi (IBM)
18 min
★ ★ ★ ☆ ☆ 3/5
Bayes' TheoremScientific MethodMachine Learning