None of the answers here worked for me. This was what worked.
Test_y = np.nan_to_num(Test_y)
It replaces the infinity values with high finite values and the nan values with numbers
Jaweher Ben Salah
Posted on
Answer: sklearn error ValueError: Input contains NaN, infinity or a value too large for dtype('float64')
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