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Decks in this class (14)
Core Probability & Random Variables
What is a sample space in probabi...,
What is an event in probability 2,
How is the probability of an even...
44
cards
Common Distributions
What is a bernoulli random variab...,
What is a typical use case for a ...,
What are the parameters of a bern...
44
cards
Expectation, Variance, and Covariance
What is the expectation mean of a...,
How is the expectation of a discr...,
How is the expectation of a conti...
40
cards
Sampling, Laws of Large Numbers, and CLT
What is a statistical estimator 1,
What is a parameter in a statisti...,
What is a point estimate 3
40
cards
Estimators, Bias & Variance, and Confidence Intervals
What is a statistical estimator 1,
What is a parameter in a statisti...,
What is a point estimate 3
40
cards
Hypothesis Testing & p-values
What is the basic goal of hypothe...,
What is a null hypothesis h 2,
What is an alternative hypothesis...
38
cards
Correlation, Dependence, and Causality
What is correlation between two v...,
How is pearson correlation coeffi...,
What are the possible values of p...
43
cards
Linear Regression as a Statistical Model
What is linear regression at a hi...,
What is the standard form of a mu...,
In linear regression what do the ...
36
cards
Logistic Regression & Generalized Linear Models
What is linear regression at a hi...,
What is the standard form of a li...,
What is the main goal when fittin...
38
cards
Regularization, Penalized Likelihood, and Shrinkage
What problem is regularization pr...,
At a high level what does regular...,
What is a penalized likelihood or...
40
cards
Bayesian Basics for ML
What is the core idea of bayesian...,
In bayesian terms what is a prior...,
What is a likelihood in bayesian ...
40
cards
Experimental Design & A/B Testing
What is the main goal of an a b t...,
What is randomization in a b test...,
Why is randomization critical for...
41
cards
Evaluation Metrics & Uncertainty in ML
What is the primary purpose of ev...,
Why is it important to choose met...,
What is accuracy in classification 3
45
cards
Practical Pitfalls
What is data leakage in ml and st...,
What is target leakage specifical...,
Why is target leakage particularl...
39
cards
More about
Statistics for ML
- Full test name Unspecified
- Test acronym Unspecified
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AWS Machine Learning (Specialty)
- 8 decks
- 158 flashcards
- 101 learners
Decks:
1 Machine Learning Fundamentals, 2 Aws Data Ecosystem, 3 Managed Ml Services, And more!
