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Holistic Understanding
Holistic understanding demands that we give the machine everything we have. Filtering or cleaning input data can lead to confusion in real-life scenarios. To enable true understanding, we should avoid heavy-handed heuristic cleanup of the input data.
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Read more: The Red Pill of Machine Learning