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Major Challenges Faced by Data Scientists
- Identifying the Issue:
- Data Quality:
- Data Quantity:
- Multiple Data Sources:
- Prediction:
- Communicating with Real People:
- Make a dataset using Mechanical Turk only if the problem is specific
- Clustering the data in a natural way and collectively labeling them
- Use of data archives which have been properly collected (UI machine learning library)