How to Create a Dataset for Machine Learning

Interactive Video
•
Computers
•
9th - 12th Grade
•
Hard
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7 questions
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1.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Why is data considered crucial for AI systems?
Because it is the foundation for training AI models.
Because it reduces the need for human intervention.
Because it makes AI models more complex.
Because it simplifies algorithm development.
2.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is the first step in the data collection process?
Cleaning the data.
Labeling the data.
Looking for existing data sets.
Creating new data from scratch.
3.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Which platform is mentioned as a tool for crowdsourcing data collection?
Microsoft Azure
IBM Watson
Amazon's Mechanical Turk
Google Cloud
4.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is a method mentioned for augmenting data?
Using manual data entry
Using supervised learning
Using GANs to synthesize new data
Using unsupervised learning
5.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is a potential risk of over-cleaning data?
It can make the data set too large.
It can make the data set unrepresentative.
It can make the data set too complex.
It can make the data set too simple.
6.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is a challenge associated with data labeling?
It is often subjective and labor-intensive.
It requires no human intervention.
It is always automated.
It is the same for all types of data.
7.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is the purpose of the game 'Stall Catchers' mentioned in the video?
To train AI models.
To engage the public in data labeling.
To clean data sets.
To collect new data.
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