Lesson 16 / 25

Preparing training data

Apply Preparing training data with clear evidence.

Understand Preparing training data

For Preparing training data, begin with the problem it solves. Identify the inputs, constraints, and observable outcome before choosing an implementation.

See the workflow

Use this path while practising Preparing training data: understand, act, verify, and improve.

Workflow for Preparing training data.
Figure 4.1 — A repeatable workflow.

A useful comparison

Preparing training data is like a route plan: it keeps each step connected to a destination.

Check your reasoning.

Quick check: What is the best first step for Preparing training data?

  • Define the goal and constraints.
  • Copy an unverified example.
  • Skip measurement.
Answer

Define the goal and constraints. — A clear goal and constraints make decisions reviewable.