How can I create diverse datasets for my AI model?
To create diverse datasets, start by identifying the different categories and demographics you want to include.
What are some methods to ensure representation in my dataset?
You can use techniques like stratified sampling, data augmentation, and collecting data from various sources.
How do I handle bias in my dataset?
To handle bias, analyze your dataset for imbalances and consider re-sampling or adding more data from underrepresented groups.
Can you recommend tools for dataset creation?
Sure! Tools like OpenAI's DALL-E for image data, and Snorkel for labeling can be very helpful.
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