Assume these are learning curves for a model trained to classify CIFAR images using PyTorch trained with a typical cross entropy loss. Choose the most fitting answer.

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
Section: Chapter Questions
Problem 1PE
icon
Related questions
Question

Assign the best “possible action” to exactly one training curve.

Use a possible explanation at most once.

Assume these are learning curves for a model trained to classify CIFAR images using PyTorch trained with a typical cross entropy loss.

Choose the most fitting answer.

Loss
mwww
Steps
O Use the squared loss instead of the cross entropy loss
Shuffle your batches
Set the batch size to one
Set the batch size to the size of the training set
O Use data augmentation
Check for division by zero or logarithms of small numbers
ⒸUse a loss like the area under the curve which is threshold-invariant
O Decrease the learning rate
Transcribed Image Text:Loss mwww Steps O Use the squared loss instead of the cross entropy loss Shuffle your batches Set the batch size to one Set the batch size to the size of the training set O Use data augmentation Check for division by zero or logarithms of small numbers ⒸUse a loss like the area under the curve which is threshold-invariant O Decrease the learning rate
Expert Solution
steps

Step by step

Solved in 2 steps

Blurred answer
Knowledge Booster
Use of XOR function
Learn more about
Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, computer-science and related others by exploring similar questions and additional content below.
Similar questions
Recommended textbooks for you
Database System Concepts
Database System Concepts
Computer Science
ISBN:
9780078022159
Author:
Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:
McGraw-Hill Education
Starting Out with Python (4th Edition)
Starting Out with Python (4th Edition)
Computer Science
ISBN:
9780134444321
Author:
Tony Gaddis
Publisher:
PEARSON
Digital Fundamentals (11th Edition)
Digital Fundamentals (11th Edition)
Computer Science
ISBN:
9780132737968
Author:
Thomas L. Floyd
Publisher:
PEARSON
C How to Program (8th Edition)
C How to Program (8th Edition)
Computer Science
ISBN:
9780133976892
Author:
Paul J. Deitel, Harvey Deitel
Publisher:
PEARSON
Database Systems: Design, Implementation, & Manag…
Database Systems: Design, Implementation, & Manag…
Computer Science
ISBN:
9781337627900
Author:
Carlos Coronel, Steven Morris
Publisher:
Cengage Learning
Programmable Logic Controllers
Programmable Logic Controllers
Computer Science
ISBN:
9780073373843
Author:
Frank D. Petruzella
Publisher:
McGraw-Hill Education