What are some effective labeling techniques for data?
Effective labeling techniques include manual labeling, automated labeling, and semi-automated labeling. Each has its pros and cons.
Can you explain manual labeling in more detail?
Manual labeling involves human annotators reviewing and tagging data. It's accurate but can be time-consuming.
What about automated labeling? How does that work?
Automated labeling uses algorithms to assign labels based on patterns in the data. It's faster but may lack accuracy.
Are there any tools you recommend for labeling data?
Yes, tools like Labelbox, Prodigy, and Amazon SageMaker Ground Truth are popular for data labeling.
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