Machine learning task You are a data analyst at Amazon and are required to predict if a new dress will be popular (e.g. hitting bestseller list). You can access to a large amount of historical dress selling records at Amazon. Design a machine learning algorithm to solve this problem. Explain which algorithm you plan to adopt and why. Will you choose a supervised or unsupervised method? What kind of data will be required in your method and how are you going to use them? List two attributes or features that could be included in the dataset and explain why you expect them to be useful. List one method which could be used to increase sales   Overfitting Explain what overfitting is. How could overfitting be observed?  Provide an example how overfitting might happen. Explain how the issue of overfitting could be resolved in terms of building the models, and preparing the data, respectively.

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

Machine learning task

You are a data analyst at Amazon and are required to predict if a new dress will be
popular (e.g. hitting bestseller list). You can access to a large amount of historical dress
selling records at Amazon.
Design a machine learning algorithm to solve this problem. Explain which algorithm you
plan to adopt and why.
Will you choose a supervised or unsupervised method?

What kind of data will be required in your method and how are you going to use them?
List two attributes or features that could be included in the dataset and explain why you
expect them to be useful.

List one method which could be used to increase sales

 

Overfitting


Explain what overfitting is. How could overfitting be observed? 
Provide an example how overfitting might happen. Explain how the issue of overfitting
could be resolved in terms of building the models, and preparing the data, respectively.

Expert Solution
steps

Step by step

Solved in 2 steps

Blurred answer
Knowledge Booster
Primary components of process planning
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