What are hyperparameters in the context of decision trees?
Practical Data Science using Python - Decision Tree - Model Optimization using Grid Search Cross Validation
Interactive Video
•
Information Technology (IT), Architecture, Social Studies
•
University
•
Hard
Quizizz Content
FREE Resource
The video tutorial explains the concept of hyperparameters in decision trees and introduces Grid Search CV with K-Fold Cross Validation as a method to optimize these parameters. It details the implementation process, including setting up the parameter grid and analyzing results. The tutorial also covers tuning multiple parameters simultaneously and evaluating the final model's performance.
Read more
10 questions
Show all answers
1.
OPEN ENDED QUESTION
3 mins • 1 pt
Evaluate responses using AI:
OFF
2.
OPEN ENDED QUESTION
3 mins • 1 pt
Explain the purpose of the 'Max features' hyperparameter.
Evaluate responses using AI:
OFF
3.
OPEN ENDED QUESTION
3 mins • 1 pt
What does the 'Max depth' parameter control in a decision tree?
Evaluate responses using AI:
OFF
4.
OPEN ENDED QUESTION
3 mins • 1 pt
Describe the function of 'min samples split' in decision tree pruning.
Evaluate responses using AI:
OFF
5.
OPEN ENDED QUESTION
3 mins • 1 pt
How does 'Grid search CV' help in optimizing hyperparameters?
Evaluate responses using AI:
OFF
6.
OPEN ENDED QUESTION
3 mins • 1 pt
What is the significance of 'K Fold cross validation' in model training?
Evaluate responses using AI:
OFF
7.
OPEN ENDED QUESTION
3 mins • 1 pt
Explain how the results of the grid search CV can be interpreted.
Evaluate responses using AI:
OFF
Create a free account and access millions of resources
Create resources
Host any resource
Get auto-graded reports
Microsoft
Apple
Others
Similar Resources on Quizizz
6 questions
Data Science and Machine Learning (Theory and Projects) A to Z - DNN and Deep Learning Basics: DNN Batch Normalization
Interactive video
•
University
8 questions
Create a computer vision system using decision tree algorithms to solve a real-world problem : Project Solution: Detecti
Interactive video
•
University
8 questions
Improve the accuracy of an artificial intelligence system : Exploring Hyper Parameters to Improve the Accuracy
Interactive video
•
University
6 questions
Data Science and Machine Learning (Theory and Projects) A to Z - DNN and Deep Learning Basics: DNN Early Stopping
Interactive video
•
University
6 questions
Reinforcement Learning and Deep RL Python Theory and Projects - DNN Early Stopping
Interactive video
•
University
8 questions
Predictive Analytics with TensorFlow 7.2: Fine-tuning DNN Hyperparameters
Interactive video
•
University
11 questions
Practical Data Science using Python - Random Forest - Model Building and Hyperparameter Tuning using Grid Search CV
Interactive video
•
University
8 questions
Reinforcement Learning and Deep RL Python Theory and Projects - Alpha Learning Rate
Interactive video
•
University
Popular Resources on Quizizz
15 questions
Character Analysis
Quiz
•
4th Grade
17 questions
Chapter 12 - Doing the Right Thing
Quiz
•
9th - 12th Grade
10 questions
American Flag
Quiz
•
1st - 2nd Grade
20 questions
Reading Comprehension
Quiz
•
5th Grade
30 questions
Linear Inequalities
Quiz
•
9th - 12th Grade
20 questions
Types of Credit
Quiz
•
9th - 12th Grade
18 questions
Full S.T.E.A.M. Ahead Summer Academy Pre-Test 24-25
Quiz
•
5th Grade
14 questions
Misplaced and Dangling Modifiers
Quiz
•
6th - 8th Grade