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Big Data Is Not the Way to Go

The significance of the data distribution

A lot of discourse around deep learning would have you believe that more data is better. This is a fairly intuitive idea. Data represents the ‘real world’ in some capacity, and models training on such data learn a sampled representation of this ‘real world’. Ergo, the more sampled data, the closer the model’s understanding approximates the…