Learn Before
Eyeball Dev Set Should Reveal Major Error Categories
The Eyeball dev set should be large enough to give a sense of the algorithm's major error categories, especially for tasks that humans do well, such as recognizing cats in images.
0
1
Tags
Machine Learning
Deep Learning
Machine Learning Strategy
Supervised Learning
Dive into Deep Learning @ D2L
Data Science
Related
Detecting Eyeball Dev Set Overfitting by Comparing Performance Against the Blackbox Dev Set
Sizing the Eyeball Dev Set When Data Is Plentiful
Eyeball Dev Set Should Reveal Major Error Categories
Eyeball Dev Set May Be Omitted for Tasks Humans Cannot Do Well
What is the primary purpose of the Eyeball dev set when a large dev set is split into two subsets?
The name 'Eyeball dev set' is a reminder that a human manually looks at this portion of the dev set.
The Eyeball dev set is created by randomly selecting _____ of the dev set to be manually examined.
Match each term related to dev set splitting to its correct description.
Arrange the steps for creating and using an Eyeball dev set from a large dev set in the correct order.
If you take 10% of a 5,000-example dev set as your Eyeball dev set, how many examples does the Eyeball dev set contain?
A 500-example Eyeball dev set drawn from a 5,000-example dev set is expected to contain about 100 misclassified examples.
The Eyeball dev set should be large enough so that your algorithm misclassifies enough examples for you to _____.
Match each Eyeball dev set fact to the concept it illustrates.
Arrange the reasoning steps for deciding whether an Eyeball dev set is properly sized in the correct logical order.
Learn After
Ten Eyeball Dev Set Errors Are Very Small but Useful
Twenty Eyeball Dev Set Errors Give Rough Error-Source Sense
Fifty Eyeball Dev Set Errors Give Good Error-Source Sense
One Hundred Eyeball Dev Set Errors Give Very Good Error-Source Sense
Eyeball Dev Set Size Depends on Classifier Error Rate
What is the primary goal of ensuring the Eyeball dev set is large enough?
The rough size guidelines for the Eyeball dev set in ML Yearning apply specifically to tasks that humans do well.
The Eyeball dev set should be large enough to give a sense of the algorithm's major _____ categories.
Match each Eyeball dev set misclassified-example count to its described level of insight.
Order the steps for using an Eyeball dev set to surface major error categories.
Which example task does Andrew Ng cite when introducing rough Eyeball dev set size guidelines?
A very small Eyeball dev set can reliably reveal all of an algorithm's major error categories.
Andrew Ng's rough Eyeball dev set size guidelines apply when _____ perform the task well.
Match each Eyeball dev set concept to its correct definition in ML Yearning.
Order the reasoning steps for deciding whether an Eyeball dev set is large enough.