Intermediate level · Module 6: Intermediate Deep Learning Project · Lesson 1 of 3
Targets and Data
Agree accuracy, size and speed targets and finalise the documented data set.
In this lesson you will
- Set measurable deployment targets
- Document the data set with a data card
Key concepts
deployment targetsdata cardcoverageknown gaps
The lesson
Agree targets with the 'pharmacy': accuracy on the field test, model size and time per photo on a mid-range phone.
Document the data set: how photos were collected, classes, counts, conditions covered, labelling process, splits and known gaps.
Fill the most important gaps before training at scale.
Step by step
- Agree the targets.
- Write the data card.
- Identify and fill coverage gaps.
- Freeze the splits.
Practice activity
Submit targets and the documented data set.
Expected result: Approved targets and a complete data card.
Check your understanding
-
Name three deployment targets for this project.
Show answer
Field accuracy, model size and time per photo.
-
What does a data card document?
Show answer
How data was collected, what it covers, labelling and known gaps.
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