AI glossary: terms starting with O

24 terms starting with O, each defined the way the lesson that teaches it uses it, with a link to every lesson where it appears.

object

A value in memory, with its type. Every object has an identity number, shown by id().

Object dtype

References to Python objects instead of fixed-width numeric values

observational data

Recorded values without assigning the proposed exposure.

observed difference

B's score minus A's score on the original validation set.

observed distribution

Counts or fractions of recorded values.

odds

p / (1 − p)

Example: 4 for p = 0.8

off-diagonal panel

One pair of different variables in a pair plot.

offset (bias)

b, which moves the line without turning it

Example: −4

one-standard-error rule

Choose the simplest setting within one standard error of the best.

operand

A value an operator works on: in 10 + 3, the operands are 10 and 3.

operation

One step we count, here a comparison.

operator

A symbol or word that performs an operation: +, //, ==, and, in.

ordinal

Categories with an order, such as a kitchen graded excellent to poor.

ordinary least squares

Chooses the intercept and slope that minimize the summed squared vertical errors.

origin

the point (0, 0)

Example: where the axes cross

orthogonal

perpendicular; dot product zero

Example: (3, 4) and (0.8, −0.6)

Outcome

trip duration, the recorded quantity the forecast is trying to predict: dropoff time minus pickup time, in minutes.

outcome cell

One combination of assigned action and recorded label, such as a missed default.

outlier

An observation far from most others under a stated comparison. Being unusual does not make it wrong.

overfitting

Fitting the training rows much better than new rows.

overflow

a result larger than the largest float, stored as inf

Example: np.exp(710)

overlap

The region where two class distributions share values.

overplotting

Multiple observations cover the same plotted area.

oversampling

Selecting a declared group at a higher rate by design.