This question need to solve with Python: Machine learning specialists have built a whale recognition model that allows marine biologists to identify individual whales from aerial photographs. The model was trained on 20000 images, which contains 8000 whale images and 12000 other images. The model classified 7790 whale images and 11700 other images correctly. On the validation set of 2000 images (750 whale images and 1250 other images), the model classified 500 whale images and 995 other images correctly. a. Build confusion matrixes for training and validation set, respectively. Calculate error rate, sensitivity, and specificity for each. b. Comment on the model performance.

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

This question need to solve with Python:

Machine learning specialists have built a whale recognition model that allows marine biologists to identify individual whales from aerial photographs. The model was trained on 20000 images, which contains 8000 whale images and 12000 other images. The model classified 7790 whale images and 11700 other images correctly. On the validation set of 2000 images (750 whale images and 1250 other images), the model classified 500 whale images and 995 other images correctly.

a. Build confusion matrixes for training and validation set, respectively. Calculate error rate, sensitivity, and specificity for each.

b. Comment on the model performance.

Expert Solution
steps

Step by step

Solved in 2 steps

Blurred answer
Knowledge Booster
Random Class and its operations
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
  • SEE MORE 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