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Biology 101 — Cell Energy
Snip

The mitochondrion is the site of aerobic respiration, producing most of the cell's ATP.

Note
Cristae (inner folds) = more surface for respiration.
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2 flashcards
What is the mitochondrion's main role?
Aerobic respiration; it produces most of the cell's ATP.
Why do the inner folds (cristae) matter?
More surface area for respiration.
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Lecture 6 — Nonlinear Models · p.11

For logistic regression, the in-sample error is

Ein(w) = 1/N Σ ln(1 + e^(−yₙwᵀxₙ))

which gradient descent minimizes iteratively.

Why does gradient descent work here?
The error surface is convex, so following the gradient reaches the global minimum p.11.

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