The Modern Mathematics of Deep Learning

Random feature parameters

Penguin learning project

The project uses 342 complete Palmer penguin records: 240 training-pool and 102 held-out rows. The selected training rows determine feature scaling and model parameters. Source CSV

This project trains weights with softmax, unlike the homepage lab, which uses nearest species averages. Same penguin measurements; different classification methods. Predictions can differ.

Features · Transform inputs into features used by a rule.

The project scales bill and flipper measurements using training-row means and scales; its feature vector has two entries.

Consider this concept alongside the project; its source assumptions may differ. These observations do not prove a theorem.

Input: 12 × 2; Held-out evaluation: 102 · #58 · 40.6 mm, 193 mm. Known answer: Adélie; Prediction: Adélie · [≈0.7383, ≈0.2444, ≈0.01737].

Used in these source sections: 4.2 Approximating with random pieces

Each pair consists of a vector ξ in ℝᵈ and a scalar ξ̃. Uppercase symbols denote random variables; lowercase symbols can denote realized values.

These pairs parameterize the random features in the approximation.

Source formula example

(\Xi,\widetilde{\Xi})

illustration · The example lists two possible pairs; it does not specify a law or establish independence.

Symbols

$Ξ, Ξ̃$: Random vector and scalar.
$ξ, ξ̃$: Their realized values.
$d$: The vector dimension.

Source formula example

This source example uses its own inputs and assumptions. Editing it does not change the project.

Edit a value or the code, then run the example. This is a finite demonstration, not a proof of the paper’s theorem.

This example’s data flow

Initial values in code

pairs = [ { vector: [1, 0], scalar: 0.5 }, { vector: [0, 1], scalar: -0.5 }, ]

Calculated here

Result expression: { d: 2, pairs }

Returns

Example result

d: 2
pairs: array (2 items): [object (2 items), object (2 items)]

JavaScript

Read numbers from input and return the result. JavaScript basics.

Result

Enable JavaScript to run this example.

Technical statement

The numerical values are invented. The example lists two possible pairs; it does not specify a law or establish independence.

Source: Inline notation