Generalization Error

Related lectures (31)

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Covers the concept of compression and constructing prefix-free codes based on given information.

Explores achievable rate, channel capacity, spectral efficiency, and fading channels in wireless communication systems.

Explores bias, variance, unbiased estimators, and confidence intervals in statistical estimation.

Covers probability distributions, moments, and continuous random variables.

Introduces key concepts in probability and random variables, covering statistics, distributions, and covariance.

Explores entropy, randomness, and information quantification in biological data analysis, including neuroscience and protein structure prediction.

Explores sampling distributions, estimators' properties, and statistical measures for data science applications.

Covers the estimation of distributions using various methods such as minimum loss and expectation.

Covers the estimation of distributions using samples and probability models.

Explores random walks, Moran model, bacterial chemotaxis, entropy, information theory, and coevolving sites in proteins.