Room to Improve When the Best Possible Error Is Near Zero
If the lowest achievable error on a task is about 0% and a model still has 15% training error, there is _____ room to improve.
0
1
Tags
Machine Learning
Deep Learning
Machine Learning Strategy
Supervised Learning
Dive into Deep Learning @ D2L
Data Science
Machine Learning Yearning @ DeepLearning.AI
Related
Judging Avoidable Bias from the Training Set
A model with 8% training error and 7% best achievable error shows strong evidence of high bias.
Matching Bias Clues to Error Gaps
Diagnosing Bias by Comparing Training Error to a Practical Baseline
Why the Same Training Error Can Mean Different Things
Estimating Bias From Training Error and a Human Performance Baseline
What Does a Large Gap Between Training Error and Best Possible Error Suggest?
How to judge whether there is still room to reduce avoidable bias
Can training error by itself tell you whether a bias-reducing change is worthwhile?
Related
Judging Avoidable Bias from the Training Set
A model with 8% training error and 7% best achievable error shows strong evidence of high bias.
Matching Bias Clues to Error Gaps
Diagnosing Bias by Comparing Training Error to a Practical Baseline
Why the Same Training Error Can Mean Different Things
Estimating Bias From Training Error and a Human Performance Baseline
What Does a Large Gap Between Training Error and Best Possible Error Suggest?
How to judge whether there is still room to reduce avoidable bias
Can training error by itself tell you whether a bias-reducing change is worthwhile?