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Encoding in machine learning and data science refers to the process by which non-numeric data is transformed into a numeric representation that can be fed into machine learning algorithms.

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why One-Hot Encoder can avoid the situation that the model will misunderstand the data to be...

From the blog, one hot encoding resolves the issue by explicitly showing that 1 category is true, while all others are false (1 vs 0). … One column to show this data with label encoding does make it seem as if the data is numerical so 0 < 1 < 2. …
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